{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Label Distribution Plot\n",
    "We define a step of a random walk as $A * P(N)$ where $A$ is the adjacency matrix of a (PPI) network and $P(N)$ is the distribution of labels. $P(i) > 0$ means that the node is labeled in the graph.\n",
    "\n",
    "We then look at the number of steps needed for $P(N)$ to become greater than $0$ for all nodes. This could be an estimate as to how many layers of GCN we'd need."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import networkx as nx\n",
    "import numpy as np\n",
    "import h5py, os, sys\n",
    "\n",
    "sys.path.append(os.path.abspath('../EMOGI'))\n",
    "import gcnIO\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "#plt.rc('font', family='Times New Roman')\n",
    "pd.set_option('display.float_format', lambda x: '%.3f' % x)\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'epochs': 5000, 'lr': 0.001, 'support': 1, 'hidden_dims': [300, 100], 'loss_mul': 45.0, 'decay': 0.005, 'dropout': 0.5, 'data': '../../../../pancancer/rev1_container_all_networks_CNA_separated/CPDB_multiomics_cnaseparate_samesplit.h5', 'cv_runs': 10}\n"
     ]
    }
   ],
   "source": [
    "model_dir = '../data/GCN/training/Rev1_CNA_separated_all_networks/CPDB/'\n",
    "\n",
    "args, data_file = gcnIO.load_hyper_params(model_dir)\n",
    "data = gcnIO.load_hdf_data(os.path.join(model_dir, data_file))\n",
    "adj, features, y_train, y_val, y_test, train_mask, val_mask, test_mask, node_names, feature_names = data\n",
    "print (args)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "if not val_mask is None:\n",
    "    p_0_all = np.logical_or(np.logical_or(train_mask, test_mask), val_mask)\n",
    "    p_0_pos = np.logical_or(np.logical_or(y_train, y_test), y_val)\n",
    "else:\n",
    "    p_0_all = np.logical_or(train_mask, test_mask)\n",
    "    p_0_pos = np.logical_or(y_train, y_test)\n",
    "\n",
    "p_0_neg = np.logical_xor(p_0_pos.reshape(-1), p_0_all)\n",
    "\n",
    "p_0_all = p_0_all / p_0_all.sum()\n",
    "p_0_pos = p_0_pos / p_0_pos.sum()\n",
    "p_0_neg = p_0_neg / p_0_neg.sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# load the known cancer genes and candidate cancer genes\n",
    "known_cancer_genes = []\n",
    "candidate_cancer_genes = []\n",
    "n = 0\n",
    "with open('../data/pancancer/NCG/cancergenes_list.txt', 'r') as f:\n",
    "    for line in f.readlines():\n",
    "        n += 1\n",
    "        if n == 1:\n",
    "            continue\n",
    "        l = line.strip().split('\\t')\n",
    "        if len(l) == 2:\n",
    "            known_cancer_genes.append(l[0])\n",
    "            candidate_cancer_genes.append(l[1])\n",
    "        else:\n",
    "            candidate_cancer_genes.append(l[0])\n",
    "\n",
    "nodes = pd.DataFrame(node_names, columns=['ID', 'Name']).set_index('Name')\n",
    "candidates_innet = nodes.index.isin(candidate_cancer_genes).sum()\n",
    "negatives = nodes[p_0_neg != 0]\n",
    "p_0_candidates = nodes.index.isin(candidate_cancer_genes)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "rw_all = [p_0_all]\n",
    "rw_pos = [p_0_pos]\n",
    "rw_neg = [p_0_neg]\n",
    "rw_candidates = [p_0_candidates]\n",
    "for i in range(5):\n",
    "    p_i_all = adj.dot(rw_all[-1])\n",
    "    rw_all.append(p_i_all)\n",
    "    \n",
    "    p_i_pos = adj.dot(rw_pos[-1])\n",
    "    rw_pos.append(p_i_pos)\n",
    "    \n",
    "    p_i_neg = adj.dot(rw_neg[-1])\n",
    "    rw_neg.append(p_i_neg)\n",
    "    \n",
    "    p_i_candidates = adj.dot(rw_candidates[-1])\n",
    "    rw_candidates.append(p_i_candidates)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "9784"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.count_nonzero(rw_pos[1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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+y3xQ0Dgppq2347R1XZl+lQv2YuoujNTZQcDJ6RQen4tijje6TJlFXvcOuDlm+8kx+7Qrs89vY8ruT7NPcb+Tlf2fhpQHvnaB22O2zyfOdxF8Fm6Hz2CbkddhTfpRco1axMpccI7/EjgZ/2KN+qNz7u2A3c/CD60D3BfvOM5fBPx85M8DLP0L2z+Iud0noDx2VffbnXNb0zxO1OvOuW/ilMdOZ0k6sUGA2PvVO4n6fwsrcM6txH/ogT/Ld1wqHTGz5vgPO/AB3tIEuzwTc/uYVI6ViHNuHn7KAPjsSz/LZPsVNDpO2fSY27Occx8HVXJ++lJ0ysS+iS5uB55x5aeXxIp9XpRKDmBmh+PPUAL8M4nXRvRxzcZPt4nnoQTlyTo95vbdYZWcc0X4M7lB+1Up59wblDzeJ5hZ/3j1A2TqPp9IyfvxUy5+drJ745Rl+rkSneZ3gPm11apNZGr8CZE/1xJnUWXn162Mvvc0IvF7W6ZeA2U9WeYzOh8/VfA2/Ps7+BOAv8rAsaKfQ10scRKW2c65qXHKQz8bI4/D8ZE/Yz+vyom8vhJNwY6+FgqJ/9m4CfhHtBuUX8e0rGTf41fipwaHiaZ1r4ufzpmuSTG3B5UpO5SS7ISxGRCjUzeD9on9exLpSfSdLGVmlm1mj+KnqUaPMSDBd5Ho+0x7S5AIbneka7z2HLOB85xz80PKB8Tcbm9mIxO01zzm9sH4s4WlRAKy8/Fn1g7CryEW9mU06Pqs6Jceh5/jXVEzEpTHvhE0D6tkZofi79fR+KloTSn5klRWouvONuLn6sfzPnBJ5HYv/EhIso6mJHtpURKPa+yXqYNTOE6ybsIH+Tn4tWqejwTy1Wkr8Hmc8pUxtwODroC6hn++x7ue6r0Ebc3Cnzxpgn/cY8W+Xusm8bjGZsGK97gudX6dmQoxM6Okz2ucc5/Gq4+/vjEqIx/4FXAdJddH3Enp/3WoDN/n2Mc70fMkep1W45DyTD5XxuNfvwfjrwW9D5jgnNueoM3KcDglaecnOefyE9R/F3+dEfj/9wsh9Yrw1zhVtR3466meiQTmcZnPoHo2/rnSEf/4h2X52wc/ghKmIp+Nh1Py+Tc5ib6/R8h7kJm1wY9Ogh/tSHTt5ruUrA+Z6H3jozhlse/xn7jy162H1Q39npCIc26RmS3FPzaHmllLV7J4ezSIyifmsXHOrTez+fgTKYMoOQEeu48jZP2uDHwnS1U9/Ih8NCh+Ez+tclv4LoB/nzkCP014spndjZ+BkNY17jWNAq/aJfaMT3389Jxz8GdPjsCvUXNJyJtK55jbYR9IYcq9+ZjZ74G7KL0eSzxNArZFX/irEpzxTVa8Dx4ovV5MuTejyBeru/Dz55MdLQ66X7G+cZGx9TgWxdzeO8njRnWOuf3byE+y0v5QCeOc+9bMHov0Yz/8md1/xN+r0q1L8BjEPi/WhtYqXzfRiNeieIXOOWdm3+IvfG9hZnWdc9H2O8dU/UuC45QV73FNNCKarCb4JAngpwnH5ZxbZWYb8Scx9spQH9LinJtqZm/hz+L3N7MTnHNvJrFrJu9z7Os8mefJN/jnSZDOMbcr+ly5Bn9CbG/8NPaBwE4zm4UfNXgff01KVZxMif2fLUyifmydeM+xtS5+8o2KiE0UkkXJ//EM/PvFDfgRjsVhDURGAF4gtRkJiT6HKvLZmPRzNYk6lfWYQvz37sp6j09kMn7mh+EDp5ci2wdHfs8MOKkxFR94RetgZgcC0WVsAtfvytB3slTdhX9/Az8SeqFzrjDJ/U7Cj64ejk8kUmRmc/DvMxOBd6rphE+FKfCqRZxz48puM7O78NnXLsdfOL2OknWVYlVkOLfsGkfn4BN1RE2l5MNkM/4sDpTOVBZ0pi76wt9Sgb7FincWKxnX49Phgj8rOgE/bP49ftQk+mXjMErOwsVdZ4QyGbpCxE4NSnWdrYw9rhl0G34eeH3gz2b2VBJnwCpTKs+Lij6HYqXz2Ec/9Cvrcc3UB1ns6EuyU4S34O9X2MhNVbqByMXowF/N7K0kTpBk8j7Hvs5TfZ6UlbHninNusZkdgU8k83P8GfO6+JH1o/Hvj6vM7A7gwST+ZxWR6v879nMk3nOsMr/MfRrwOT06MqV1PH4GxTtm1tM5F/a5NwafzRL85+lr+IQQy/HPleh71Nn4DIeQ+HOoIu9rmXyuVtZjSoJRrFiZfI9PZBIlU+5jA69odsKgkasp+EyMsdkQ404zzOB3slTFxhgN8e+nCUVG9vriT/RchL/WPRvoGfm5AthsZvfjL0NJNNpdoyjwquUiZ0P/gM/+lAdcY2avOOfKDrtH38Ac/oLRirz5RIOOQnz2ureCKkWm7MWzCT/UnOlFfVNmfhHj6yJ/bgaGOOcCpwiaWSpnexskrkLDmNupBqGx9X/hnHsyxf0zzjm33MwexL+ptsO/id6V4cPsDtevVuSxj7091Dk3MTNdypjNMbcbhtYqLfo63xy3VhVwzs02sxfwX1x7RH4nmuKbyfsc+/im+jwpK6PPlcgXvcvN7I/4z5Sj8KNgQ/Eny9rgl644FJ8evrKk+v+O/Ryp9udYLOfcNDO7Bn+StCv++sBLy9Yzs4GUBF1zgREuJI26mR1dSd0tK5PP1VrzmCYp9vqtQeAXAse/hiA88IoaiA/EE13flanvZKm6Dn8C4Cj8jKznzewnyYyIO+c2AzdGlvk4HH9ipz/+utNW+ED7z0BvMzu+kk/yZNTu8OVEKigy5/qPkT+zCE6eEZ1iZJSe458SM9uPkjW3xoW9wCM6xSkDv6gwQJvImjbVqR8lHwT/Cgu6IhLdr1hdIlMY49k/5vayFNqG0lPHMjFnO1Puxmf1A7jazJolsU/sFI9Eo3GJLiavCfaPVxh5XuwX+XNdzDRDqLmPa9QmSs5+x72fsGu9vujITKrP8cryZ/wXFYBbzSzRicpM3ufYv1N5ngSplOeKc67AOfehc+5vzrnT8Gm5f0HJ6/RXZtYtU8cLsDzm9gFJ1I+tU1OeY7EepmTq3K/N7KCAOsNjbt8QFnRFpPI5VBFJP1eTqFPbHtO4nHMLKel3t0gyrGgQVUTppB/RfVZQMpV5UJnf5a7vyvB3slRtxs8ciCbtiAZfSSfmcc4VO+dmO+dGO+fOxo9+nYafvQV+jc0TQxuogRR47SEiGYuiZzr7Rxb5jBV75qUi2exiF5iMl0EQ/AsmnmiWJaN0ZsbqkMn7FaspcGSCOrGLkSZakLmsKfg3Y8hwlsKKcM6tpyQbW3NKpnDGsyHmdqJr3ao7QUMyhiYo70nJdNuyj3umXq+VInL2Mdrn1mbWI8EusfchUQKTKuGc+xq/6Cr4L3i/SFA/k/c59u9Ez5NexL8eo0qeK865/MiIemxGwMocdZlLSZA3OIkvczXuORYrcoL0r5E/6+CX9igrqc8hM8sl/UWsUzWXkqlqg8ws0RS10KyqkdHUJZE/e0ROTsRTox/TJEVfn1n4EazBkb9nR0Z9gkSDq8Fmtj8lJ8uDru+qrO8uSYnch+MoCSJPA15INytqJBAbR+mFvFPNPlutFHjtWe6MuV32IuvnKHnzvMbMkp0qU1bsHO/QVKtm1gG/ZkQ8sWlpb6hAnzIh2ft1JP6i0FT8Mawg8sHz85g+BC0FECryQRbdp7+Z1aQv6Q9QkiHqd5RcHBwociHt4sifvcwscApq5A09lSQi1eXnCb5YxD4vXipTNouSTIw/qYQpIpkwNub2VWGVIl/UrgzZr7rdis82B/6DPtHF9Jm6z29Q8n58QeRMeJg/JehTVT9XFsfcrrTLGSIjwG9E/myFv240UOTz5qeRP7cA71RWvyrof5QEHqMCHqukPofw739VMuofeRyiyWfaEmeZEDM7nsTZcqOvhTrA7+O01ZiSbL8OeDmJ7tZEZacbDgrYXlb0pPSh+MQsUZMC6mbyO1laYoKvaCr+kVQg+IpYHHN7t7psSoHXHsQ5N56S1OW9Y0e9nHM/UHKm8gDgNTML/SJsZllmNtzMbixT9CUlF8Weambl1rEys7b4BRcTXQw7g5I39AOAcWFTDs07JV57FTQr5vZFZrZv2QpmdgD+QyPV19XPzOzigPYa4teeiU5HesI5tyHFtsEvzhmdU/2cmcVdC8zMOpnZfZHUvpUmsp7Q7ZE/G+Avok0kGkQ2wC9UXUpkOti/qJxU+JnWDHg26IRC5PkQ/aK4Av+FbJfI6Er0msMc4E0zK5tyvmybh5jZPyva6RQ8BUTTQf/MzK4I6FM2fn2dHpFNM51zidKnVxnn3I/4KWDgzyqPSrDLU2TgPkemkD0d+bMV8H+R60zLtnUZPr17vPuQkeeKme0VeV8o994XU6cBPl111Nx4x8mAeylJhvC3oOuaIkHrGEqmij/inNtYyf1KSyTjW/RSAKP8CdLYke+bzK+hVYqZnUzmr5lNJHa9rQeCRnsjn4+ha63FeIiSBCdXm9kZZSuYXyPxGUpmPoyNjFDvjibF3D6HkhOQgSnhy5QZpU/QTSpfNXPfySoikizmeEoHXy8GBV9m9m8zOyysrcjnfOxad5X9PpNRu1WUKBlxJyWLA95MSWAD/sO5B34qwBDgWzMbi1/TZDX+upp2+AsdR0Ruv0fJl2ecc/lm9i/8m0EOMMXMnsB/YBTgp9VdiP/S+TRwXoL+no+fQrAvfn77N2b2XKS9Tfhpat3xo0ydSTJrTqqcc0vN7CX84o7NgLmR+/kZPtA6Cn9f6pHc/YqaE2nvn+bX13kZP6WuK37Nmeic6+8oWYAw1b5/ama/BR7F/7/eMrPpwFuRdgvwSUwOwg/Z50V2vT+d46Xo3/gz9p1J7mLqB/FTvnKBP0aug3gJP5d8f/z//UD8CO7ZldDfTBqH//CZb2aP4+ftN8NPxYhO+XDAb4IynDnnXjOzW/EjMR2Bj8zsXXy2zR8j+7bEnxUdjE/NW0QVjQY65zab2YXAq/iMVA+Y2Wn495/VkT6fS8nivptJ/nVTle7Ef8g3IcFzNMP3+Rr8WeL2+C8s8yPvpYvwr+PT8e/D3+HXA+wRp1+ZeK7Uxb9W/2RmM/Fn3b/Ev181xb/ufkbJtKeplHzJqhTOuRnm1/i5Dv+lcbKZPYtP2b4dn2E2mhUN/Pv1TUFt1SCP4/vYGj/qdZgrWX/zZfw1e/sAvYEvIu8d3+LfO07AT8vfij8JWC5oqQyR5CD/wI9ANQdmmNl/KFnwtzf+86whJe97YW0tNp8Q7BH8d9QxZvYK/rvKBkqm/Uava1xKycjXbsc5t8DMVuC/T0VPdhZTMqoVtM93ZvYj/r0huk/g+l2V8J0sbc65LZFRzzfx6wueig++ziyTcONX+GtEP8dfIjMff01XQ/zjfjYl1/ctJP6C1zWPc04/u/EP/sXmiJzYTKJ+FvBVzH4nlinPxZ9xKoxtO87PfwKOUQ//wRdvv0fwL6Do30/F6XNb/JmcRH0pDtj3gpjyCxL8b+LWxX8x+SzO8Yvwo0uDY7bdnOBxm4T/wvRjnHYXAfvF6feu/02C+3cyfvQkmcd1DdAqzedk55h23k6i/nkBxw99rPAf4EVx+v5oMs8t/FQFByxO0L+Ej2dM3adi6nZOUN4VHzSG3Y+dwEVJ/P8uwn/xTuZxDbyvsc/HdB7zBP07Ff+FKV6/lgBHJvmcCn2vSKFPsY/pI0nUvymgz4Mr8z5H2umKD6zC2vgBfyJsUnRbZT1X8CeBktnP4d//W1bg8bkgpq3Q94KY+reS+DNrUrw+keT7QRr35alU7ktkn+tj9nmxTFlf/JfQsPu5Hh+A3RzvuUpq72sJ6+JPNDwdp19F+Om3ST22+MWktyd4TOcR8D4b00ayr4vOMW0+laBu3P9rms+R58rcr7lJ7PN/ZfaZE6duxr6TJfqfJvP44gOoyTH1XgFyYsqTfZ+ZG+/xr6k/mmq4h3E+TfzdMZv+UqY83zl3OX704y78au+r8R9q2/BfAt7EfzB0d86dH3CMHfiLXi/Bj5Ztxn+JXIJf+PFY59zFJLlehnNupXNuMP7D5L/4s3vRdbNW4V/AN+PPuFYa51eV74s/uzob///Yhr9g9UngKOfc7eEthLY7B7/A9e34Mzub8dchzKbk//xtBvr/Gn7k8GL8Gfkf8B9s+fjH+EN80H0ysLdzLtGimpnyDCXXoCTknHscn2XyBXwWrAJ8QPkGcJJz7ldU7Vos6cp3zp2Ov4bvPfz1bvn4deGeAI5wzj2WqJFInU740Yh38VmydkZ+VuDPgt6LH8mOl/2uUjjnXsFfW3AT/v1kLSWv3ffx1/cd5Jz7tKr7loK/418jScnUfXY+69lh+NHuOfj3hc3494nb8M+RpKfZVOS54pxbgh9VvhQ/9XUePogrwr8Pfo2fGn2yc25o5P2ySjjnbsKPIj4EfEHJZ86PREZ+nHODq7JPFfQwfkYHwBkWkx3S+Sn4h+Onq36Df8/YiH9O3A0c7pJb8DujnHNFzrnz8J8fb+BfLzvx72fPAv2dc/fGaaJse49Qklp/Dv5ERj7+Pf9N/ChND+fc4ozdieozqczf8aYZhtUp28Yumf5OVlHOX2ZwAiX34RT8yGY0W/E++BOsTwGf4k8mFOG/ryzGj/yegz9xtbgq+pxJFokuRUREREREpJJoxEtERERERKSSKfASERERERGpZAq8REREREREKpkCLxERERERkUqmwEtERERERKSSaQHlJLVq1cp17ty5urshIiIiIiI11CeffLLGOdc6qEyBV5I6d+7MrFmzqrsbIiIiIiJSQ5nZkrAyTTUUERERERGpZAq8REREREREKpkCLxERERERkUqmwEtERERERKSSKfASERERERGpZAq8REREREREKpkCLxERERERkUqmwEtERERERKSSKfASERERERGpZAq8REREREREKpkCLxERERERkUpWYwMvMxtlZg+Z2VQz22RmzsyeSbOt9mb2hJktM7OdZrbYzO43s+aZ7reIiIiIiEhZdaq7A3HcCBwObAF+BA5KpxEz6wJ8ALQBXgG+AnoDvwOOM7OjnXNrM9JjERERERGRADV2xAv4A9AVaAL8tgLt/AMfdF3hnBvpnLvWOTcU+H/AgcBfK9xTERERERGROGrsiJdzbmL0tpml1UZktOsYYDHwcJnivwC/Bs41sz8557am11MREZFayhVDUQEU54f/Li6Aonz/E71dXADOVXfvRWRPU6ce7HtcdfciVI0NvDJkSOT3u8654tgC59xmM5uOD8z6Au9VdedERGQPUVxUOigp9TtOUFM2uAkLcuL+TqWu/+2K8ikuKqLAZVHociigDoXkUOBCflMnUs9v21FUjyKXjcMAo9j5E6gOwzmLbAfnsnCR7f5v27WPc5H6WKny2DLfpm8DZyFtlbTDrv183fJtlbRfqk60zJX5e1d5tO2y2wlor3zbJfetdJnvU5nbrvT22DYD64eUhf8dvn9YvfLbw8vNIjG5Re6LuXL1RNLlCrK59yEFXtXlwMjvhSHlX+MDr64o8BIRqdmcA1cUE5SkGHxUVnBTqq2QOqXP/aV11wvDgp9dQU/A71L161JIIwpcDoXUocDlkO9yd/34enUoog7FluW/IVcGC7ktKbEyv0uHPRptlD3Tls0Nq7sLcdX2wKtp5PfGkPLo9maV3xURkd2MK4Y1n8P21RUPchLtk1RQU0BN+UJZ7CxO0FOfAhonNUIUDYBK/San3LZCcir3DhkKgkREKlltD7wqxMx+jb8OjI4dO1Zzb0REqkhRAcx7FGbcDluXV3dvklLksuJOfUtmhCga9BS6Mr8DgqMifXyKiEiKavsnR3REq2lIeXT7hqBC59y/gX8D5OXl1YzTrCIilcU5WDQOpl4L68NmaCfXTBF1kpj6VvLbBzjly+IFP7HBkavRSXpFRERqf+C1IPK7a0j5AZHf6X/DEBGpDZZ9CJOvgmXTd236sWgfFhUewHbqxwRE4cFPbJCkeWsiIlLlavhHT20PvKIp6Y8xs6zYzIZm1hg4GtgGzKiOzomIVLv1i2DadbBwzK5Nha4O7+Qfw6yC3tXYMaluxcVGQUEOhYV1kvhdh8LCHAoKcigoqINzOZhlYRabo8Pi/m1mpfJ5xP7tf8fWL79vtF5YeWxbQX8H3w7+O6itsscqu39WVul+lS8L3je27awsi7kd3nbs37FtZ2WV7mfs39G2g46dlVXyP4get2zdaFtl943uH9u32H4H1RdJV25uzZ79UCsCLzPLAboABc65b6LbnXPfmNm7+MyFlwIPxex2C9AQ+JfW8BKRPc62NTDjVpj7Tygu3LV5bXFLXtxxJiuL21Vj5yRIYWF2kkFQ2WCo/G9fJ4fi4jrk5ORQt24d6tb1v+vVy6FBgzo0bJhNo0bQsCE0akS522F/N2wIOZWcC0REZHdUYwMvMxsJjIz8Gf0G0M/MnorcXuOcuzJyex/gS2AJ0LlMU5cAHwAPmtmwSL0++DW+FgI3ZL73IiI1VMF2+PR++PguyN9UqmheQTde33kS+dStnr7tZnwgUzrgSScIiv/b3y4urkPDhllxg56mTVMLkBo1gtzc6v4viojsOWps4AX0AM4vs22/yA/4IOtKEoiMeuUBtwLHAScAy4EHgFucc+sz1WERkRqruAi+fAam3QhbfixVVOByeGvnccwu7FlNnau44mJLejQo/SAo9nfwdWxm4UFOkybJB0Rlb9etqylYIiK7uxobeDnnbgZuTrLuYuJcTuec+wG4MBP9EhHZ7Sx+F6ZcDavnlitaXdyKMTvOZFVx24wesqgoKwNT4pIPhoqKskj1quoGDZILelIJkOrXV4AkIiLBamzgJSIiFbRqrg+4lrwbWDyn4HDe3HkiBcSfb/bllwexaFGXpKbEFRb6YKq4OHMXONerVxLYtGiRXkBU9u8GDUqSDoiIiFQFBV4iIrXNph/ggz/D508D5ZcgzHe5vLnzBOYW9ojbTGFhNm+/fSyzZuWRzGhSbm7FR4yCyrKz0/s3iIiI1CQKvEREaoudG33SjE/vh8IdgVVWFrVhzI4zWeNax21q7doWvPjimaxY0Y527eDWW/01SvECJGWyExERCafAS0Rkd1eUD3MfgQ9vhR1rA6s4B58WHsnbO4+nkPgR0mefdeP1108kP78uzZvDu+9Ct26V0XEREZE9hwIvEZHdlXPw9ViYeh1sWBRabaery+s7T2J+YfzoqaCgDm++eTyzZx8BGI0awdtvK+gSERHJBAVeIiK7o6XTYfKVsHxG3GrLi9oxZseZrHMt49ZbvboVL754JqtWtQF8+vLXXoPevTPWYxERkT2aAi8Rkd3JugV+hGvRy3GrOQczC3rxbv6xFCV4q589uwdvvnk8BQU+u2GdOjBmDAwenKlOi4iIiAIvEZHdwbZV8MEt8Nm/wBXFrbrD1ePVHafwZdEhcevl5+fw+usn8tlnh+/aZgb//S+cdFJGei0iIiIRCrxERGqygm3wyd/h47uhYEvC6kuL9mFMwTlsKGoQt97KlW148cUzWbOmVantjzwCZ59doR6LiIhIAAVeIiI1UXERfP4UfHATbFmWsLpzMCPnZCZsy6O4uPzaXbFmzTqSt98+jsLC0tkN770Xfv3rinRaREREwijwEhGpSZyDxW/DlKthzfykdtledx/G1bmUhSvzCVowOWrnzlxee+1k5s8/rFzZjTfClVem22kRERFJRIGXiEhNsfJTmHIVfP9+cvXr1OOHLn9izNct2LR2c9yqy5e348UXR7FuXfnshpdf7hdIFhERkcqjwEtEpLptWgLTboQvn0lyB8MdcgHTc8/g/emf4Fz8oOujj3oxfvwxFBaWf8s//3y4/36fVENEREQqjwIvEZHqsmM9fHQnzH4QinYmt0/n49ja61bGTV3IokWz4lZ1ri4vvHAKX34ZnN3w9NPhsccgKyvVjouIiEiqFHiJiFS1wp0w9x8w4zYffCWjdQ8YdC+L3f68NOYlNm+OP8oFe/PAA6PYsKF5YOkxx8D//ufX7BIREZHKp49cEZGq4ophwQsw7XrY+F1y+zTuAP3/SvGBP2XqtOlMnvw0zsXPWli3bl9uvHE4RUXZgeVHHw0vvQR166Z6B0RERCRdCrxERKrCD5N94owVM5OrX7cp9L4ejricLTuLeOn//sd338UP1urVq0ejRiO57LIDQ+v06AGvvw4NG6bQdxEREakwBV4iIpVp7Rcw5Vr49rXk6mflQI9LoM+N0KAV3377LS+99BJbt26Nu1uHDh2oV+8Mzj23aWidAw+Ed96BZs1S6L+IiIhkhAIvEZHKsHUFfPAXmPeYn2KYjK5nwYA7oFkXiouLmfT++0ydOjXhbkcffTT5+UMYOTKb4pBDdeoEEyZAmzYp3AcRERHJGAVeIiKZlL8FZt3nfwrij1Ltss8AGHQv7NUHgE2bNvHSSy+xZMmSuLs1aNCA0047jeXL9+eUU6CgILheu3Y+6GrfPpU7IiIiIpmkwEtEJBOKC2H+E36Ua+uK5PZpcRAMuBu6nLxrIa1Fixbx8ssvs23btri7durUiTPOOIOvv27MSSfB9u3B9Zo3h3ffhf33T+XOiIiISKYp8BIRqQjn4NvXYco1sO7L5PZp0AaOugW6XQRZ/m24qKiIiRMnMn369IS7Dxw4kEGDBrFgQRbHHgubNgXXa9gQ3noLunVL9s6IiIhIZVHgJSKSrhUzYfJV8OPk5OrXaQB5V0KvKyG38a7NGzduZOzYsfzwww9xd2/YsCGnn346++23H999B8OHw5o1wXXr1oXXXoM+fZK9MyIiIlKZQgMvMzsvUwdxzj2dqbZERKrdhm9h2g2w4Lnk6lsWHPZLOOpmaLR3qaIFCxYwbtw4duzYEbeJ/fbbj9NOO41GjRqxbJkPupYtC65bpw68+CIMGZJc90RERKTyxRvxegqIv0pnchygwEtEdn/b18FHt8Ps0VAcksmirP1OggF3QatDS20uKipiwoQJzJgxI+7uZsbgwYPp378/WVlZrF0LxxwD334bVh+efhpOPjm57omIiEjViBd4fU944NUaaBC5XQisjdxuGdPmViBkEoyIyG6kcAfMfgg+ugN2bkhun7Y9YeC90LH8sNP69esZM2YMy8KGrCIaN27M6aefTufOnQF/Lddxx8Hnn4fv88gj8NOfJtdFERERqTqhgZdzrnPQdjO7GHgAmAbcBkxxzu2MlOUCg4AbgT7A3c65RzLcZxGRquGK4atn/bTCTfFTu+/SpDP0vwMO+omfYljGF198wauvvsrOnTvjNrP//vszcuRIGjZsCPishaecArNmhe9zzz3w618n100RERGpWikl1zCzocBoYBxwlnOlVwV1zuUD481sAvACMNrMvnLOTcpMd0VEqsj37/vEGas+Ta5+3WbQ90bocRnUqVuuuLCwkHfffZeZM2fGbcbMGDZsGEcddRQWSTGfnw9nngmT4+TwuOEGuOqq5LoqIiIiVS/VrIZ/Agz4Q9mgK5ZzzpnZn4AzgCuBSWn3UESkKq2ZD1Ouhu/eSq5+di70uBz6XA/1WwRWWbt2LWPGjGHFivjrezVp0oRRo0bRoUOHXduKiuC88+CNN8L3u/xyuO225LorIiIi1SPVwCsP2OCci5/zGHDOfW9mG4Be6XRMRKRKbV7qFz/+/Ek/xTAZB/0M+t8OTfcNrTJv3jxef/118vPz4zZ14IEHcuqpp1K/fv1d25yDiy+G558P3++88+D++3etvywiIiI1VKqBV2Mg28xyI9MKQ0Wu92oIFKXbORGRSpe/GWbeA7P+BoXbk9unw2CfOKNdXmiVgoIC3n77bT79NP5UxaysLEaMGEGfPn12TS0EH3RddRU89lj4vqedBo8/DlnlLyUTERGRGibVwOs74CDgPCDO1wGI1MkBFqXRLxGRylVUAPMehQ9uhu2rk9un5SEw8B7Y94S4Q0yrV69mzJgxrFq1Km5zzZo1Y9SoUeyzzz7lym6/Hf72t/B9R4yAZ5/1a3aJiIhIzZfqR/azwK3Ag2ZW4Jz7T1ClyOLLD+LT0T9bsS6KiGSQc7DoFZh6DaxfmNw+DfeCo26Fwy6ArPhvm3PmzOHNN9+koCD+Ol8HH3wwp5xyCvXq1StX9sADcNNN4fsedRS8/DLULZ/DQ0RERGqoVAOv+4DTgR7AE2Z2Cz5xxtJI+T74dPId8Uk45kT2ERGpfstmwJSrYOm05OrnNIReV0Pen/ztOPLz83nzzTeZO3du3HrZ2dkce+yx5OXllZpaGPXkk/D734fv36OHT7TRMH53REREpIZJKfByzu0ws2HA48BIfIB1bplq0W8SrwK/cM7tqGgnRUQqZP0imHYdLByTXH3Lhu6/gn43Q8O2CauvXLmSMWPGsGZN/DXjW7RowahRo9hrr70Cy8eMgYsuCt//wAPhnXegWbOEXRIREZEaJuWrA5xz64HTzawXcDY+02GbSPEqYBbwvHPu44z1UkQkHdvWwIzbYO4/oTj+1L9dupwKA+6ClgclrOqcY/bs2bz11lsUFhbGrXvYYYdx0kknUTdkfuDbb8PPfgbFIQkVO3aE8eOhTZvgchEREanZ0r4s2zk3E4i/EqiISHUo2A6fPgAf3wn5m5Lbp11vGHQvtB+YVPWdO3fy+uuvM3/+/Lj16tSpw/HHH88RRxwROLUQYNo0OP10CLssrG1bmDABYpb3EhERkd2M8mGJSO1RXARfPgPTboQtPya3T9P9YMCd0PXMpBfDWr58OWPGjGHdunVx67Vq1YpRo0bRtm34dMVPP4UTT4TtIZnsmzf3I10HHJBU10RERKSGSjvwMrMsoCfQCWjgnHs6Y70SEUnV4vE+ccbq+MktdqnXAvrdBN0vhjrJpQd0zjFr1izeeecdioriL1F4+OGHc8IJJ5Cbmxta58sv4dhjYVPIoFzDhvDWW9CtW1LdExERkRosrcDLzC4HbgRaxWx+Oqa8OTA10v4g59zKinRSRCTUqrkw5WpY8m5y9bPrwpG/g97XQb1mSR9mx44dvPbaa3zxxRdx6+Xk5HDCCSfQo0ePuPUWL/ZrcYXl46hbF159Ffr0SbqLIiIiUoOlHHiZ2cPAxfjshZuARpRkMgR8Ag4z+xQ4BzgTGF3xroqIxNj8I0y/ET5/Gr9kYCIGh/wcjr4dmnRM6VBLly5lzJgxbNiwIW69Nm3aMGrUKFq3bh233vLlMHw4LF0aXJ6dDS+8AEOHptRNERERqcFSCrzM7Djgt8Bm4Dzn3CtmtpySrIax/gf8HBiOAi8RyZSdG+Hju+HT/weFSa5W0XEYDLwX2h6R0qGcc3z00UeMHz+e4rB0gxFHHHEExx9/PDk5OXHrrV3rR7q++Sa43AyefhpOOSWlroqIiEgNl+qI18X4U8s3OedeSVD3w8hvXZ0gIhVXlA9z/wUzboXt8dfL2qVVNxh4D3Q+NunEGVHbt2/nlVdeYcGCBXHr5ebmctJJJ9EtiQuxNm+G44+Hzz8Pr/PPf/q08iIiIlK7pBp4Ra82eCJRRefcRjPbBLRLuVciIlHOwddjYep1sGFRcvs02ttPKTzkPMjKTvmQP/zwA2PHjmXjxo1x67Vr145Ro0bRsmXLhG1u3w4nnwwz4yzCcffd8JvfpNpbERER2R2kGni1ADY65zYnWb8YyErxGCIi3tLpMPkqWP5h4roAuY2h97Vw5O8hp0HKh3PO8cEHH/Dee+/hXPzrxvLy8jj22GOpUyfx22h+Ppx5JkyeHF7n+uvh6qtT7bGIiIjsLlINvDYBzc0sxzkXstSnZ2YtgKbAsnQ7JyJ7qHULYeq1sOjl5Opn1fFp4fv9GRoEXXKa2NatWxk3bhyLFsUfVatbty6nnHIKhxxySFLtFhXBeefBG2+E17nsMrj99lR6KyIiIrubVAOvecAg/JTDaQnq/hSf7XBWGv0SkT3RtlXwwS3w2b/AxV8na5cDzoD+d0CLrmkfdsmSJYwdO5bNm+MP5u+9996MGjWK5s2bJ9Wuc/Db38Lzz4fXOe88eOCBlC9BExERkd1MqoHXGGAwcLOZHeOcC0zzZWaHA7fjE3E8W6EeikjtV7ANPvl/MPNuyE9yJvNe/WDQfbDPUWkftri4mGnTpjFp0qSEUwv79OnDiBEjyM5O7pox5/zUwUcfDa8zciQ8/jhkaUK2iIhIrZdq4PUocAkwBBhvZv8PyAYwswOAzsDJwC+B+vjMhi9mqrMiUssUF8Hn/4EP/gxbkpyV3PwAGHAX7H9ahYaJtmzZwssvv8y3334bt169evUYOXIkBx54YErt//WvcN994eXDh8Nzz0ESl4iJiIhILZDSR75zrsDMTgTexgdfg2OKv4q5bfhpiWe4RKeRRWTP4xwsfhumXA1r5ie3T/1W0O9m6P5ryI6/VlYi3377LS+99BJbt26NW699+/acccYZNGvWLKX2H3wQ/vzn8PJ+/WDcOKhbN6VmRUREZDeW8rlW59wSM+sJ/An4BdCpTJWl+JGxvznn4n+rEZE9z8pPfcD1/XvJ1a9TD3r+EXpdA3WbVOjQxcXFTJ48mSlTpiSse9RRRzF06NCkpxZGPfUU/O534eWHHw5vvgkNG6bUrIiIiOzm0prk4pzbBtwG3GZmewN746ccrnDOLclg/0Sktti0BKbdCF8+k+QOBodeAEffCo3bV/jwmzdvZuzYsSxZEv8tqkGDBowcOZIDDjgg5WOMHQu//GV4edeu8O67kOIAmoiIiNQCFb66wDm3DKWMF5EwOzbAR3fA7AehaGdy+3Q+DgbeDa27Z6QLixYt4uWXX2bbtm1x63Xs2JEzzjiDJk1SH1l75x346U+hODDlEHTsCBMmQJv0st2LiIjIbk6XdYtI5SjcCXP/CTNugx3rktundQ8YdC90Gp6RLhQVFTFx4kSmT5+esO6AAQMYPHgwWWmkGJw2DU47DQpCVjds29YHXR06pNy0iIiI1BJpB15mlgUcALQA4l7p7pxLfEGFiNQOzsGCF2DadbDxu+T2adwB+v8VDj4HLDO51Tdu3MjYsWP54Ycf4tZr2LAhp59+Ovvtt19ax/n0UzjxRNi+Pbi8WTM/vTCNmYsiIiJSi6QceJnZXsCdwCh8yvhEXDrHEZHd0I9TYPKVsGJmcvXrNoXe18MRl0NOMm8nyVmwYAGvvPIK28OioYh9992X008/nUaNGqV1nK++gmOPhU2bgssbNoS33oLumZkxKSIiIruxlAKiSCKNj/DJNJJdQCf9hXZEZPew9kuYei1882py9bNyoMcl0OdGaNAqY90oKipiwoQJzJgxI249M2PQoEEMGDAgramFAIsX+7W41qwJLq9bF159Ffr2Tat5ERERqWVSHYm6GdgH2AzcALwCLHPOFWW4XyKyO9i6Aj64GeY9Bsm+DXQ9CwbcAc26ZLQr69evZ+zYsSxdujRuvUaNGnHGGWfQuXPntI+1fLkPusIOlZ0Nzz8PQ4emfQgRERGpZVINvI7HTx38pXNuTCX0R0R2B/lbYNbfYNa9UJDkcn379IdB98FefTLenS+//JJXXnmFnTvjZ03s0qULp512Gg0rsIjWunVwzDHwzTfB5Wbwn//AqaemfQgRERGphVINvFoDhcC4zHdFRGq84kKY/yR8cJMf7UpG8wN9avgup/ioJIMKCwt59913mTkz/jVlZsbQoUM5+uijsQr0YfNmOP54mD8/vM4//gHnnJP2IURERKSWSjXwWgU0cc4VVkZnRKSGcg6+fQOmXgNrv0hunwZt4Khb4LBfQnbcxKdpWbduHWPGjGH58uVx6zVp0oQzzjiDjh07Vuh427fDKafAxx+H17nrLrj44godRkRERGqpVAOvCcD5ZnaAc+7ryuiQiNQwK2bBlKvgh0nJ1a/TAPKuhF5XQm7jSunS/Pnzee2118jPz49br2vXrpx66qk0aNCgQscrKICzzoJJk8LrXHcdXHNNhQ4jIiIitViqgdcd+DTydwOnZ747IlJjbPwOpt0AXz2bXH3LgsN+4Ue5Gu1dKV0qKCjg7bff5tNPP41bLysri+HDh9O3b98KTS0EKCqC886D118Pr3PppfDXv1boMCIiIlLLpRR4OecWmdkpwFgzG48PxD52ziV5db2I1Hjb18FHf4U5o6Eo/ojSLvudCAPuhlaHVlq31qxZw4svvsiqVavi1mvWrBmjRo1in332qfAxnYPf/haeey68zrnnwoMPZvzyNREREallQgMvM0uUG3po5CfRGWXnnNMCyiI1XeEOmD3aB107NyS3T5sjfabCjkMqtWtz587ljTfeoKCgIG69gw8+mFNOOYV69epV+JjOwdVXw6OPhtcZORKeeALSXApMRERE9iDxAqJqP39rZu2BW4HjgJbAcnxGxVucc+tTaKc/cBVwONAOnyRkPvCgc+7tDHdbZPfiiuGr52Da9bBpSXL7NOkE/e+Ag872UwwrSX5+Pm+99RZz5syJWy87O5tjjjmGXr16VXhqYdQdd8B994WXDx/uR8Lq6LSSiIiIJCHeV4bKPYWdgJl1AT4A2uAXav4K6A38DjjOzI52zq1Nop3fAv8AtgIvAz8C7fHXqB1vZjc653R1huyZvp/oE2es/CS5+nWbQd8bocelUKfio0rxrFq1ijFjxrB69eq49Zo3b86ZZ57JXnvtlbFjP/QQ3HhjeHm/fvDyy1C3bsYOKSIiIrWcOeequw+BzOwd4BjgCufcQzHb/w78AfiXcy5u4mYzywFWA3WBHs65BTFlBwOzgWKguXMu7sqreXl5btasWeneHZGaZc3nPjX8t28kVz87F3pcDn2uh/otKrVrzjlmz57NW2+9RWFh/JUrDj30UE4++WTqZjAC+s9/4IILwssPPxwmToTmzTN2SBEREaklzOwT51xeYFlNDLwio12LgMVAF+dccUxZY/yUQwPaxEvsYWZtgRXAZ865wwPKPwO6Aa0SjZ4p8JJaYcsy+OAvMP8JP8UwGQf9FPr/FZruW7l9A3bu3Mkbb7zBvHnz4tarU6cOxx13HEceeWTGphYCvPQSnHkmFIf8a7p2hSlToG3bjB1SREREapF4gVdNvTohOs3x3digC8A5t9nMpuNHw/oC78VpZxV+xKtr2bXHzKwrcAAwJ5kpiyK7tfzNMPNemPU3KNyW3D4dBsPAe6Fd4HtHxq1YsYIxY8awdm38l2PLli0588wzaZvh6Ofdd+Hss8ODrg4dYPx4BV0iIiKSnpQCLzM7BngOeNs597MEdV8CBgNnOOcmptivAyO/F4aUf40PvLoSJ/ByzjkzuxR4BvjEzF4GlgH7AKcBnwNnp9g3kd3Lsg/h1TNg6/Lk6rc4GAbe41PEV0GOdOccs2bN4p133qGoKH4y1e7du3PiiSeSm5ub0T5Mn+4zFIYlTWzTBiZMgI4dM3pYERER2YOkOuL1E6ApkMyKqs8DI/GBTaqBV9PI740h5dHtzRI15Jx70cyW4ft8XkzRSuBJ4Nuwfc3s18CvATrqG5fsjvK3JB90NWwHR90Kh10IWVUzGL5jxw5ee+01vvjii7j16tSpw4knnkiPHj0y3ofZs+GEE2D79uDyZs38SFfXrhk/tIiIiOxBUv121RdwwKQk6r4ZqdsvxWNklJn9HHgUeAm4DVgCdAL+DIwGBgFnBe3rnPs38G/w13hVRX9FMmr+44mDrpyG0OtqyPuTv11Fli1bxpgxY1i/Pv7KEK1bt+bMM8+kdevWGe/DV1/BMcfApk3B5Q0bwltvQffuGT+0iIiI7GFSDbzaAxucc5sTVYxci7UBP60vVdERraYh5dHtG+I1ErmO6wngM+DcmOvFvjKzc/FTGs80s8HOuUlp9FOk5ioqgFl/Dy+3bOj+K+h3MzSsuguXnHN89NFHjB8/nuKwC6oijjjiCI4//nhycnIy3o/Fi/1aXGvWBJfn5sIrr0Dfvhk/tIiIiOyBUg286pDawso5aRwDIJr2PWxyzwGR32HXgEUdE+nD5IAkHcVmNgXoGfmZlEY/RWquBc/B5u+Dy7qcAgPuhpYHVWmXtm/fziuvvMKCBQvi1svJyeGkk06ieyUNNS1f7oOupUuDy7Oz4YUXYNiwSjm8iIiI7IFSDYqWAfuZ2f7OuUXxKprZ/kAj/NS+VEWvCTvGzLIC0skfDWwDZiRoJ7q4T9gcpej2/DT6KFJzOQcz7wkua9cLTh1XJYkzYv3444+MGTOGjRvDLt302rZty5lnnknLli0rpR/r1vnphd98E17nqafg1FMr5fAiIiKyh8pKsf60yO+rk6h7Df4ar6kpHgPn3DfAu0Bn4NIyxbcADYH/xq7hZWYHmVnZ0/fRY48ys1Knzs2sBzAq0sf3U+2jSI323ZuwZn5wWa9rqjTocs4xffp0nnzyyYRBV15eHhdddFGlBV2bN8Pxx8P8kH8NwMMPw89/XimHFxERkT1YqiNe/wTOB35pZmuAm51zpUaLzCwXHxz9Eh/U/DPNvl0CfAA8aGbDgC+BPvg1vhYCN5Sp/2W0C9ENzrmPzexJ4EJgZiSd/BJ8QDcSyAXud859nmYfRWqmj+8O3t78ANh/ZJV1Y9u2bYwbN46vv/46br26dety8sknc+ihh1ZaX3bs8KNYH38cXufOO+GSSyqtCyIiIrIHSynwigQyDwGX40e0LjKz8ZRMJ+wEjACip6sfds59mE7HnHPfmFkecCtwHHACsBx4ALjFORc/FVqJXwJTgAuAY4HGwCb86N2jzrnn0umfSI217ENYGjLQnHclZGVXSTeWLFnC2LFj2bw5fi6evfbai1GjRtGiRYtK60tBAZx1FkyMs7DFtdf6HxEREZHKkE7iiz8AO4A/Aa0ovwCxAUXAvcCNFemcc+4H/GhVMnUD50455xzwVORHpPYLu7arQVs45LzgsgxyzjF16lQmTZqEf/mF69OnD8OHD6dOncpbN6yoCM4/H157LbzOJZfAHXdUWhdEREREUg+8IokurjGzx/DTDo8C2uGnFa7ATw98KnKdlohUpbVfwaJXgsuO/D3UqVeph9+yZQsvv/wy334bui45APXq1ePUU0/loIMqN6uicz6oejbOku8//zk89FCV5xoRERGRPUzap5mdc19TwREtEcmwWffiz4GUkdsYDr+4Ug/93Xff8dJLL7Fly5a49dq3b88ZZ5xBs2bNKrU/zsE118C//x1e59RT4cknISvVNEMiIiIiKaq8+T0iUrU2L4Uv/htc1v1iqNesUg5bXFzMlClTmDx5csK6Rx11FEOHDiU7u/KvM7vjDrj33vDyYcPgueegEmc5ioiIiOyirxwitcWn90NxQfnt2bnQ8/eVcsjNmzfz0ksvsXjx4rj16tevz8iRI+naNWxN9MwaPRpujDMe37cvjBsH9Sp35qWIiIjILmkHXmbWHn99V3v8ulqhV0g4525N9zgikoQdG+CzfwWXHXwuNNo744f85ptveOmll9i2bVvceh07duSMM86gSZMmGe9DkKefhssvDy/v3h3efBMaNaqS7oiIiIgAaQReZtYKeAS/Dlaiy9ENf8GJAi+RyjT3EcgPSttuPoV8BhUXFzNx4kSmTZuWsO6AAQMYPHgwWVV0EdXLL8OFcfKgHnAAvPsuNG9eJd0RERER2SWlwMvMGgKTgIOBfGAu0Dty+2N8dsP9I9XXAfMy1VERCVG4w08zDLL/qdAyc5kDN27cyNixY/nhhx/i1mvQoAGnn346Xbp0ydixExk/Hs4+G4qLg8s7dIAJE6Bt2yrrkoiIiMguqY54XQocAnwFDHPOLTezYmCdc24ggJl1Au4GRgFvO+fuzmSHRaSML56GbSuDy3pdk7HDLFy4kHHjxrF9+/a49Tp37szpp59O48aNM3bsRKZPh5EjIT8/uLxNGx90dexYZV0SERERKSXVwOs0/NTB65xzy4MqOOeWAGeb2f+AO8xslnPuvQr2U0SCFBfBzJDUfe0Hwt59K3yIoqIi3nvvPT788MOEdQcNGsTAgQOrbGohwOzZcOKJEHapWbNmfnphFeX1EBEREQmUauAVnbP0dpntOQF1bwDOBi4HFHiJVIZFL8OGRcFlGRjt2rBhA2PGjGHp0qVx6zVq1IjTTz+dfffdt8LHTMVXX8Gxx8LGjcHlDRv6RBqHH16l3RIREREpJ9XAqx6w3jm3M2bbDqBcfjDn3HdmthF/DZiIZJpz8HHITN5Wh8G+x1eo+S+//JJXX32VHTt2xK3XpUsXTjvtNBo2bFih46VqyRIYMQJWrw4uz831KeP79avSbomIiIgESjXwWgm0LLNtNdDezNo7536MbjSzbHya+QYV66KIBPphEqycFVzW62qwRElHgxUWFjJ+/Hg+/vjjuPXMjCFDhtC/f38szWOla8UKGD4cfvwxuDw7G154wdcRERERqQlSDby+BzqYWRvn3KrItjn4tbxOAx6KqXtKpP34c5REJD0zQ0a7GneEA89Oq8l169YxZswYli8PvISz5BCNGzNq1Cg6VkO2inXr/EjXopAZlgBPPQWnnlplXRIRERFJKNXA60PgaGAAMDay7XngZOBOM6uHD8QOB27EJ+J4KyM9FZESq+bA4neCy/L+CNlBl13G9/nnn/Pqq6+SH5YaMOKAAw5g5MiRNGhQ9YPZmzfD8cfD/PnhdR5+GH7+86rrk4iIiEgyUg28XgKuAs6lJPB6FrgIGAzcFVPXgBXAzRXqoYiUN/Oe4O31WkC3i1JqqqCggHfeeYdPPvkkbr2srCyGDRtGv379qnxqIcCOHT5lfLwZkHfcAZdcUmVdEhEREUlaSoGXc+4jIKvMNmdmJ+JHuH4CdAA24jMf3uicW5ahvooIwMbvYMHzwWU9LoOc5JNcrFmzhjFjxrByZcg6YBFNmzZl1KhRtG/fPpWeZkxBAZx1Frz/fnida66B666ruj6JiIiIpCLVEa9Azrnt+PTxN2SiPRGJY9bfwBWX316nPhxxWdLNfPbZZ7z++usUFBTErXfQQQdxyimnUL9+/VR7mhHFxXDBBfDaa+F1fvtbuPPOKuuSiIiISMoyEniJSBXZthrmPxFcdtgvoEHrhE3k5+fz1ltvMWfOnLj1srOzGTFiBL17966WqYXgM+Zfein873/hdc45B0aPTjuJo4iIiEiVqFDgZf7bWEuggXPu+8x0SURCzR4NhdvLb7dsyPtTwt1XrVrFmDFjWB22+FVE8+bNGTVqFHvvvXe6Pa0w5+Daa+GRR8LrnHoqPPkkZGWF1xERERGpCdIKvMzsSPw1XcPxa3W52LbMrDk+0YYD/hCZiigiFVGwFeaMDi478Cxoum/ors455syZw5tvvklhYWHcwxx66KGcdNJJ1KtXryK9rbA774R7QnKIAAwbBs89BzmpJ3AUERERqXIpB15mdi7wGBD6dcc5t97MugBDgEnAc+l2UEQi5j0GO9YFl/W6OnS3goICXn/9dT777LO4zWdnZ3PcccfRs2fPaptaGDV6NNwQ54rRvn1h3Dio5thQREREJGkpTdAxs0OAR/FB14NAHrAmpPp/8Cnlj69IB0UEKCqAWX8PLut8LLTpEVjknGPcuHEJg66WLVty0UUXkZeXV+1B19NPw+WXh5d36wZvvgmNGlVdn0REREQqKtURrz8CucDDzrnfA5hZUUjd9yK/e6bXNRHZZcFzsDnkMspe14TutnDhQr744ou4TXfv3p0TTzyR3NzcivQwI15+GS68MLx8//3h3XehefOq65OIiIhIJqQaeA3BX7d1d6KKzrllZrYdv66XiKTLufAFk9v1gg6DA4uKi4uZMGFCaLN16tThhBNOoEePHtU+ygUwfjycfbZPHx+kQweYMAHatavafomIiIhkQqqB197AVufcj0nW3wY0TfEYIhLru7dgzfzgsl5Xh+ZRnz17NmvWBM8Ebt26NaNGjaJNmzaZ6mWFfPABjBwJ+fnB5a1b+8CsU6cq7ZaIiIhIxqQaeO0E6pmZOedcvIpmVhdoBqxPs28iAjAzZIC5+QGw/2mBRfn5+UyaNCmwrFmzZlx00UU1YmohwJw5cMIJsG1bcHnTpn564YEHVmm3RERERDIq1dVvvsUn1uiaRN1jgWzg81Q7JSIRy2bAj1OCy/KuhKzswKIZM2awZcuWwLIhQ4bUmKBrwQI45hjYuDG4vEEDn0ijR48q7ZaIiIhIxqUaeL2Jz1T4+3iVzKwxJet4vZpWz0QkfLSrQVs45LzAoq1btzJ9+vTAsnbt2tGtW7dM9a5CliyB4cMhbC3n3Fx45RU46qiq7ZeIiIhIZUg18Lof2Aj82sxuM7NmsYVmVt/MTgc+Bg4CVgD/zkA/RfY8a7+CRa8Elx35e6gTvIjV5MmTyQ+5WGrEiBE1IpHGihU+6Pox5GrR7Gx4/nlfR0RERKQ2SCnwcs6tAc4EdgDXAyuBVgBmtgwflL0IHAhsAUY557ZmssMie4xZ9+IHjcvIbQyHXxy4y7p16/jkk08Cy7p06cJ+++2XwQ6mZ906P71w0aLwOk8+6ZNtiIiIiNQWqY544ZybAPQFJuGv98rGTz9sh0/WYZGyfs65DzPVUZE9ypZl8MV/g8u6/wbqNQssev/99ykOycc+vAYMH23e7BNpzJsXXmf0aDj33Krrk4iIiEhVSDWrIQDOuXnAMDPrBByNTzOfjZ9aON05F+dctogk9Mn9UFxQfntWjp9mGGDp0qV8/nlwLpvu3bvTrpoXwNqxw49iffRReJ2//hUuvbTKuiQiIiJSZdIKvKKcc0uAJfHqmNlJzrnXK3IckT3Kjg3w2SPBZYecC433KbfZOcf48eMDd8nOzmbIkCEZ7GDqCgrgJz+B998Pr3P11XDddVXXJxEREZGqlPJUw2SZ2TFmNgMYV1nHEKmV5j4C+ZsDCgzyrgrc5euvv2bJkuBzIL1796ZZs2aZ61+Kiovhwgvh1Tj5TS++GO66K3QtaBEREZHdXkojXmbWFMh2zq2LU2cwcBtwFP56r7gLLYtIjMId8On9wWX7nwotDyq3ubi4mAkTJgTuUq9ePQYMGJDBDqbGOT918P/+L7zOz34GDz+soEtERERqt4QjXmaWY2a3mNkPwDpgtZmtN7O/m1mjmHoHmtlbwHv4674MmAP8pHK6LlILffE0bFsZXNbrmsDNc+bMYXXIYlgDBgygfv36mepdyq67Dh4JmTUJcMop8NRTkFVpY+8iIiIiNUMyI14vA8fjA6mopsDvgJ6REa6zgMeB+pF6HwB3OOfezGRnRWq14iKYeW9w2T4DYO++5TYXFBQwadKkwF2aNm1K7969M9jB1Nx5J9wdsv4zwNChfq2unJyq65OIiIhIdYkbeJnZmcAJkT+/At7HB1ZD8Ask9wduBa7Gp5afAvzFOTe5sjosUmstGgcbQhKC9g4e7ZoxYwabNwddDwZDhgyhTp0K5c9J28MPw/XXh5f36QOvvAL1gteAFhEREal1En0rOyfyexzwE+dcAfjph8ALwKn4hZTzgQucc09XUj9FajfnYGbI8FCrw2DfE8pt3rZtG9OnTw/cpW3btnTv3j2TPUzaf/8Ll10WXt6tG7z5JjRqFF5HREREpLZJdGXFEfjkGNdGgy6AyO3YU/B/UdAlUgE/TIIVM4PLel0dmHliypQp7Ny5M3CXESNGYNWQreLll30GwzD77w/vvgstWlRdn0RERERqgkSBV2tgp3NuYdmCyLbot77/ZbpjInuUsNGuxh3hwLPLbV6/fj0zZwYHavvttx9dunTJZO+SMn48nH02FBUFl7dvDxMmQDWv4ywiIiJSLRIFXvWADXHKo2VLM9EZkT3Sqjmw+J3gsrw/Qnb57BPvv/8+xcXFgbsMHz48g51LzocfwsiRkJ8fXN66tQ+6OnWq0m6JiIiI1BgZSeLsnNNaXSLpmnlP8PZ6LaDbReU2L126lPnz5wfu0q1bN/baa69M9i6huXPhhBNg27bg8qZN/fTCAw+s0m6JiIiI1ChaPUekOm38Dha8EFzW41LIaVhqk3MudLHk7Oxshg4dmukexrVwIRxzDGzYEFzeoIFPpNGjR1X2SkRERKTmSSbXdGsz+zakrBVAnHLwA2JVf8GJyO5g1t/BBVwUVac+HHF5uc2LFi1i8eLFgU316tWLZs2aZbZ/cXz/PQwfDqtWBZfn5sK4cXDUUVXWJREREZEaK5nAKxvonKBOvHJNQxQJsm01zH88uOywX0CD1qU2FRcXh4521atXj4EDB2a6h6FWrvRB1w8/BJdnZ8Nzz8GIEVXWJREREZEaLVHg9Z8q6YXInmj2aCjcXn67ZUPen8pt/uyzz1gVMrzUv39/6tevn+keBlq/3k8v/Prr8DpPPAGnnVYl3RERERHZLcQNvJxzcVbkEZG0FWyFOaODyw48C5ruW7p6QQETJ04MrN6kSRN69+6d6R4G2rLFJ9L47LPwOqNHw3nnVUl3RERERHYbSq4hUh3mPQY71gWX9bq63KaPPvqITZs2BVYfMmQIOTnlU85n2o4dcOqpMGNGeJ2//hUuvbTSuyIiIiKy21HgJVLVigp8Uo0gnY6BNj1Kbdq2bRvTpk0LrN6mTRu6d++e4Q6WV1AAP/kJvP9+eJ2rroLrrqv0roiIiIjslhR4iVS1Bc/D5u+Dy3pfU27T1KlT2blzZ2D1ESNGkJVVuS/j4mK48EJ49dXwOr/5Ddx9N5hValdEREREdlsKvESqknPhCya3zYMOQ0ptWr9+PR9//HFg9X333ZcuXSp3pQbn4LLL4P/+L7zOz34GDz+soEtEREQkHgVeIlXpu7dgzbzgst7XlIteJk6cSHFxcWD14cOHY5Uc7Vx/Pfzzn+HlJ58MTz3l08eLiIiISDgFXiJVaebdwdubHwD7l86/vmzZMubNCw7SDjvsMPbee+9M966Uu+7yP2GGDIEXXoAqyOshIiIisttT4CVSVZbNgB+nBJflXQlZJcNGzrnQxZKzsrIYOnRoZfRwl3/8I36ijD594JVXoF69Su2GiIiISK2hwEukqoSNdjVoC4eUXvjqm2++4bvvvgus3qtXL5o3b57p3u3yzDPxU8J36wZvvgmNG1daF0RERERqHQVeIlVh7Vew6JXgsiN/B3VKho6Ki4tDR7vq1q3LwIEDK6OHAIwbBxdcEF6+//7w7rvQokWldUFERESkVkop8DKzgWbWN4X6vc2s8r4liuwuZt0HuPLbcxvD4b8ttWnevHmsXLkysJn+/fvToEGDSuggTJjg1+oqKgoub9/e12nXrlIOLyIiIlKr1Umx/iRgObBPkvWfBzqkcRyR2mPLMvjyv8Fl3X8D9Zrt+rOwsJD3Q1Ypbty4MX369KmEDsKHH8Kpp0J+fnB569Ywfjx06lQphxcRERGp9dKZaphq/mqt7iN7tk/uh6KAiCYrB478falNH330EZs2bQpsZsiQIeRUQgrBuXPhhBNg27bg8qZN4Z134KCDMn5oERERkT1GZV/j1RAoqORjiNRcOzbAZ48Elx1yLjQuGTzevn0706ZNC6zapk0bDj/88Ix3b+FCOOYY2LAhuLxBA3jjDTjiiIwfWkRERGSPUmmBl5kdCLQCVlXWMURqvLmPQP7m4LK8q0r9OXXqVHbs2BFYdfjw4WRlZfbl+v33MHw4rAp5hebmwssvw9FHZ/SwIiIiInukuNdemdmpwKllNjc1syfi7QY0AwbgswlMrUgHRXZbhTtg9gPBZV1OhZYlc/c2bNjAxx9/HFi1c+fO7L///hnt2sqVPuj64Yfg8qwsePZZPxomIiIiIhWXKOlFD+ACfAAVvVarfmRbMlYDt6TRL5Hd3xf/ha0rgst6X1Pqz4kTJ1IUkk5w+PDhmGXuUsn1631A9fXX4XWeeAJOPz1jhxQRERHZ4yUKvOYA/4n5+3xgO/BCnH2KgU3AfGCsc25Dup0zs/bArcBxQEt8RsVxwC3OufUptnUkcCUwEGgNbAC+Ah53zj2dbh9FAhUXwax7g8v2GQB799v15/Lly/nss88Cqx566KHss0+ySUQT27LFJ9IIORwADz0E55+fsUOKiIiICAkCL+fcK8CuVV/N7Hxgo3PuwsrumJl1AT4A2kT68BXQG/gdcJyZHe2cW5tkW5cBDwDrgTeApUAL4DDgBECBl2TWonGwPmRIqcxoV9hiyVlZWQwdOjRjXdqxA0aOhBkzwuvcfjtcdlnGDikiIiIiEamurzUECFnpJ+P+gQ+6rnDOPRTdaGZ/B/4A/BW4OFEjZnYM8CAwHhjlnNtcpjzz+bllz+YczLw7uKzVYbDvCbv+/Oabb/j2228Dq+bl5dGiRYuMdKmgAM4+G957L7zOVVfB9ddn5HAiIiIiUkZKadKcc5Odcx9WVmeiIqNdxwCLgYfLFP8F2Aqca2YNk2juXvz0yJ+VDboAnHNKdy+Z9cMkWDEzuKzX1RC5Xss5FzralZuby8CBAzPSneJi+MUv4JVXwuv8+tdw9927uiYiIiIiGZbqiNcuZnYKcCzQCajvnBsWU9YQOBxwaQZqQyK/33XOFccWOOc2m9l0fGDWFwg9h29mhwHd8deFrTOzIUBPfLKQOcDEsu2LVFjYaFfjDnDg2bv+nDdvHitWBCff6N+/Pw0bJnNeIbFrroFnngkvP/ts+Mc/FHSJiIiIVKaUAy8z6wC8BBwZ3YQPZGLlA88C7c3sKOfcRyke5sDI74Uh5V/jA6+uxAm8gF6R36uASfjEGrHmmdnpzrlFKfZPJNiqubD4neCynn+EbD+ztbCwkPfffz+wWuPGjenbt29GuvPhh3DffeHlJ50ETz8N2dkZOZyIiIiIhEhpqmFkJOtd/KjRUvw0wK1l60Wm7z2OD8pOS6NfTSO/N4aUR7c3S9BOm8jvXwKdgRMjbXcFngG6AW+YWW7Qzmb2azObZWazVq9enVzPZc82857g7fWaQ7eLdv358ccfs3Fj8NN78ODB5ORU/NLDoiK49NLw8iFD4IUXIAOHEhEREZEEUgq8gEvxo1GfAgc7564AtoTUjV5RcnSafcuE6P3LBs52zr3pnNvknPsaOA+YhQ/Czgja2Tn3b+dcnnMur3Xr1lXTY9l9bVwMC54PLutxGeQ2AmD79u1MnRq8rnjr1q3p0aNHRrrzr3/B7NnBZb17+2u+6tfPyKFEREREJIFUA68z8NMK/+icKzfSVcZ8oAgf2KQqOhTQNKQ8un1Dgnai5SvKXmvmnHOUBIe9U+yfSHmz/gYuYBHkOvXhiMt3/Tlt2jR27NgR2MTw4cPJykr1ZVneqlVwww3BZS1bwhtvQOPGFT6MiIiIiCQp1W94B+KDqemJKjrnivCBT7OUewULIr/DgrYDIr/DrgEr286GkPLoIsw67y8Vs201zH88uOywX0ADP2K6ceNGPvoo+JLHTp06ccABBwSWperaa2HDhuCyu++GVq0ychgRERERSVKqgVddYHskqEpGAyD41H58EyO/jzGzUn00s8b46YvbgDhLwUKkfCvQOST1/GGR39+l0UeRErNHQ+H28tstyyfViJg4cSJFRcEvnxEjRmAZSC344Yfw5JPBZX36wIWVvvy5iIiIiJSVauC1EmhkZs0SVTSzQ/EjST+k2inn3Df4JB6d8deVxboFaAj8N3a6o5kdZGYHlWlnGz7JRz3gdov5Vmtm3YALgEJgTKp9FNmlYCvMGR1c1vUsaLYfACtWrGDu3LmB1Q455BD22WefCnelqAguuSS4zAwefhgyMJNRRERERFKUajr5acBPgZ8A/0pQ92r89WATE9QLcwnwAfCgmQ0DvgT64Nf4WgiUvYLly8jvskMGf8ankf890C+yBlhb4HR8QPb7SKAnkp55j8OOdcFlva7edTNsseSsrCyGDRsWWJaqRx6BOXOCyy6+GHr2zMhhRERERCRFqZ77/gc+sLk5sjhxOWaWa2Z3AufiA69/ptOxSDCUBzyFD7j+BHQBHgD6OufWJtnOJmAAcAfQArgMOAkfRB7rnHsgnf6JAFBU4JNqBOl0DLQ9AoBvv/2Wb74Jju979uxJixYtKtyVVavgxhuDy1q1gttvr/AhRERERCRNKY14Oec+MLOHgMuBGWb2NtAIwMzuADoBw4Hopfu3O+e+SLdzzrkfgKSuSHHOhV4c45zbgh8hC8nzJpKmBc/D5u+Dy3pfA4BzjvHjxwdWyc3NZdCgQRnpSryEGnfdBRmI7UREREQkTalONQQ/ZW8TcC1+uh74ka1rIrcNf93Ubc652yraQZEay7nwBZPb5kGHIQDMnz+fFStWBFY7+uijadgwKO9LapRQQ0RERKRmSznwiqx/9WczewyfnOJoYG/8IsUr8Knmn3DOfZvBforUPN+9BWvmBZf1vgbMKCws5P333w+s0qhRI/r27VvhbiRKqPGPfyihhoiIiEh1S2fECwDn3BJ8hkGRPVPYaFez/WH/03yVmTPZEDL/b/DgweTm5la4G4kSahx5ZIUPISIiIiIVpPPgIulY/hH8ODm4LO9KyMpmx44dTJ06NbBKq1atOOKIIyrcjVWr4IaQKxeVUENERESk5kh7xKssM+sOHAjsBGZHEmOI1E4f3x28vUFbOPR8AKZNm8b27QGLKgPDhw8nKwPz/669FjZuDC67+24l1BARERGpKeIGXmZWF5/KHeBD51xBQJ19gefwqd9jt78I/DJ2kWORWmHdAlg0LrjsyN9BnXps3LiRjz76KLBKx44d6dq1a4W78cEH8RNqXHBBhQ8hIiIiIhmSaMRrCPAmsMg5V+6bopk1BiYAnSm/cPGZQBPghIp3U6QGmXkvPpFnGbmN4fDfAjBp0iQKCwsDdx8+fDhmoasfJKWoCC69NLhMCTVEREREap5EX80GRn7/N6T8D8C+kdsTgXOAU4GX8IHYsWZ2bEU7KVJjbFkGX4a8HLr/Buo1Y+XKlcwJyXZx8MEH06FDhwp3I15Cjd/+Vgk1RERERGqaRCNeffGn9t8MKb8wUj7NOTcsZvtrZvYqcCJwNvBORTsqUiN8cj8U5ZffnpUDR/4egAkTJgTuamYMGzYssCwVSqghIiIisvtJNOK1D1AMfFa2wMz2BzpF/rw3YN+78aNeeQFlIrufnRvhs0eCyw7+OTTeh++++45FixYFVunZsyctW7ascDeuuSZ+Qo3mzSt8CBERERHJsESBV1tgY1BSDUqSbhQBQSvEzor8rvi8KpGaYO4jkL85uKzXVTjnQke7cnNzGTRoUIW78MEH8NRTwWV9+yqhhoiIiEhNlWiqYT0CswgA0DPye6FzblvZQufcTjNbj0+wIbJ7K9wBn94fXNblVGh5MJ/Pn8+yZcsCqxx11FE0atSoYl0ojJ9Q4+GHlVBDREREpKZK9DVtDZBrZvsElPXBB2WzAsqi6gPBCxmJ7E6++C9sXRFc1vsaCgsLee+99wKLGzZsSL9+/SrcBSXUEBEREdl9JQq85kZ+nxe70cz2BnpH/pwatKOZtcOPmC2vSAdFql1xEcwKuowR2GcA7N2PWbNmsWHDhsAqgwcPJjc3t0JdWLUKbrwxuEwJNURERERqvkSB11h8gozrzexMM6trZl2A/wDZQAHwSsi+/SO/P89IT0Wqy6JxsP7r4LLe17Bjxw6mTJkSWNyyZUuOzMBQlBJqiIiIiOzeEgVeT+MDp4bAc8A2YCEwFD/N8FHn3JqQfUdF6nyQma6KVAPnYObdwWUtD4V9j2f69Ols3x48o3bYsGFkVfDCKyXUEBEREdn9xf1G6JwrBI4H5uBHvmJ/JgBXB+0XmYo4MvLn25npqkg1+HEyrJgZXNbrajZt3sKMGTMCizt06MBBBx1UocPHS6iRlaWEGiIiIiK7i0RZDXHO/WhmefhRrh6RzR8754LnVnnNgT8BBc65+RXupUh1+ThktKtxBzjop0x8/U0KCwsDq4wYMQIzq9Dh4yXUuPhiJdQQERER2V0kDLwAnHPF+BGu4EWKytf/HF3bJbu7VXNhcciAbc8/smrteubOnRtYfNBBB9GhQ8WWsFu5Ugk1RERERGoLTVISCTPznuDt9ZpDt4t47733cK78MndmxrBhwyp8+GuvDU+occ89SqghIiIisjtR4CUSZONiWPB8cFmPy1i8bA0LFy4MLD7yyCNp1apVhQ4/fXr8hBrnn1+h5kVERESkiinwEgky62/gispvr1MP1+NSxo8fH7hbTk4OgwcPrtChlVBDREREpPbR1zeRsratgfmPB5cd+gu+WLyGZcuWBRYfddRRNGrUqEKHf+QRCLl0jN/+Vgk1RERERHZHCrxEypozGgoD1uWyLIqO+D3vvfde4G4NGzakX79+FTp0vIQarVvDbbdVqHkRERERqSYKvERiFWyF2Q8Fl3U9i1mL1rF+/frA4kGDBlG3bt0KHf6aa8ITatx9txJqiIiIiOyuFHiJxJr3OOxYF1i08/A/MGVK8PJ1LVq04MgKzgGcPh3+85/gsn79lFBDREREZHcWGniZ2SlmdkxVdkakWhUV+KQaQTodw/Svt7Bt27bA4mHDhpGdnZ32oZVQQ0RERKR2i7eA8jhgObBPdIOZvQ+sdc6dWcn9Eql6C56Hzd8HFm0+9Hd8+NKHgWXt27fn4IMPrtCh//nP+Ak1jjiiQs2LiIiISDWLF3gBWJm/BwMrKqcrItXIufAFk9v2ZNKiIgoLCwOLR4wYgVnZl0ryVq6EP/85uEwJNURERERqh3iTl7YBupRf9gyL34Y18wKLVnf9PbNnzw4sO/DAA+nYsWOFDq2EGiIiIiK1X7zAayGQa2Z/NLMGVdUhkWrx8d3B25vtz3vfZOOcK1dkZgwbNqxCh1VCDREREZE9Q7zA6xn8VMN7gc1mVhTZ3tbMilL4CZ6fJVJTLP8IfpwcWLSk8xUsWLgwsOyII46gdevWaR9WCTVERERE9hzxvtbdDzwMFOIDsOhFLJbGj0jNFTLa5eq3Zfy3wety5eTkMHjw4AodVgk1RERERPYcock1nHPFwOVmdh1wENAQmAisA86omu6JVLJ1C2DRuMCiL/e5nKVzlgeW9e3bl8aNG6d9WCXUEBEREdmzJMpqiHNuCzALiGZuy3fOBc/LEtndzLoPKH/9VlGdJry3pBGwoVxZgwYNOProoyt02HgJNe65Rwk1RERERGqbhIFXGRcC2yujIyJVbsty+OLpwKJPW13CukUbAssGDRpE3brBUxCTkSihxnnnpd20iIiIiNRQKQVezrmQr4siu6FP74ei/HKbd1pDJi1tBuwoV9aiRQt69uyZ9iGVUENERERkz5TqiNcuZpYLjADygDaRzauAmcAE51z5b7QiNcXOjTD3kcCiD5r8im1LywddAEOHDiU7Ozvtw8ZLqHHJJUqoISIiIlJbpRV4mdmvgduAViFV1pjZjc65R9PumUhlmvsI5G8qt3lzcSM+XNkSKCpXts8++3DIIYekfciVK+HGG4PLlFBDREREpHZLOfAys7uBKylJE78U+DFyuz2wD9AaeMTMujjnrs1ER0UypnCHn2YYYHL9CyjYVj7oAhgxYkQ0wUxarrkGNpWP9QCfUKNZs7SbFhEREZEaLqWrScxsEHAVPugaCxzinOvgnOsX+ekAHAyMidS5yswGZLrTIhXyxX9h64pym9cUt+LTdcELInft2pVOnTqlfchp08ITahx1lBJqiIiIiNR2qV7GH00L8Lhz7kzn3FdlKzjnFjjnzgIexwdfl1WwjyKZU1wUSSFf3ntZZ+Fc+dTyZsbw4cPTPqQSaoiIiIhIql/3jgKKgRuSqHsjfoGkii14JJJJ37wC6xeW2/x9UQe+2tImYAfo0aMHrVsHj4Ql45//hM8+Cy675BLo0SPtpkVERERkN5Fq4NUK2OicW5WoonNuJX712bAEHCJVyzn4+O7AzeOLTw3cpU6dOgwePDjtQyqhhoiIiIhA6oHXZqCxmdVLVNHM6gONgS3pdEwk436cDCs+Lrf5q6KD+HFn8PmBvn370qRJk7QPefXVSqghIiIiIqkHXp8B2cAvkqj7C3zWxJBVi0SqWMBoV5HL4r2C4wKrN2jQgKOPTn+m7LRp8PTTwWVKqCEiIiKyZ0k18Po/fMKMv5nZL8MqmdlFwN/w13j9N/3uiWTIqrmw+O1ym2cXHsnaomaBuwwcOJB69RIO7gZSQg0RERERiZXqOl5PAecCg4B/m9lNwET8Wl7g1/Eagl/Ly4BJQEgSbZEqNOvecpvyXS6T8ocEVm/evDl5eXlpH+4f/1BCDREREREpkVLg5ZwrNrNTgSeA04EO+EAsVnSF2bHAL11Qfm6RqrRxMXz1XLnNHxT0Y6trGLjL0KFDyc7OTutwK1fCn/8cXKaEGiIiIiJ7plRHvHDObQJGmVlv4CdAHhDNw70KmAU855ybmbFeilTEJ38HV1Rq05biRnyQH3z91t57782hhx6a9uHiJdS4914l1BARERHZE6UceEU55z4GyqeIE6lJtq2BeY+V2zw5fxAF5AbuMmLECMwssCyRRAk1zi07PiwiIiIiewRd3i+125zRULi91KY1xS35pLBnYPUDDjiAzp07p3UoJdQQERERkTD6Gii1V8FWmP1Quc3v7xyGC3jqmxnDhw9P+3DxEmpceqkSaoiIiIjsyRR4Se017wnYsa7Uph+K2vNl0SGB1Q8//HDatGkTWJbIihXhCTXatIFbb02rWRERERGpJRR4Se1UVACf/K3UJudg/M5jAqvXqVOHIUOCU8sn45prwhNq3HOPEmqIiIiI7OkUeEnttPAF2LSk1KYFRQfyQ3HHwOp9+vShSZMmaR1q6tTwhBpHH62EGiIiIiKiwEtqI+dg5j2lNhW7LN7bGXz9Vv369enfv39ah1JCDRERERFJhr4SSu2z+G1YXTrLxezCI1jjWgdWHzhwIPXq1UvrUP/4B8ybF1x26aVw+OFpNSsiIiIitYwCL6l9Pr671J/5LodJ+YMDqzZr1oy8vLy0DqOEGiIiIiKSLAVeUrss/wh+nFxq04cF/djiGgdWHzp0KHXqpLeO+NVXK6GGiIiIiCQnvW+cgJllAT2BTkAD51xIegGRKlTm2q6txQ35IP/owKp77bUXhx12WFqHmToV/vvf4DIl1BARERGRstIa8TKzy4HlwAzgeeDJMuXNzWy+mX1lZm0r3k2RJKxbAF+/XGrT5IJB5FM3sPqIESMws5QPo4QaIiIiIpKqlL8emtnDwP1Aa2Az4MrWcc6tBz4FDgDOrFgXRZI06z5in45ri1vwSUHPwKr7778/++67b1qHefhhJdQQERERkdSkFHiZ2XHAb4EtwGnOuWbA6pDq/wMMCM7hLZJJW5bDF6Vnu76/cxjFZAdWHz48vaflihVw003BZUqoISIiIiJhUh3xuhg/pHCTc+6VBHU/jPzulnKvIsysvZk9YWbLzGynmS02s/vNrHkF2hxoZkVm5szs9nTbkRrm0/uhKH/Xnz8W7cMXRYcGVj388MNp2za9GbDxEmrce68SaoiIiIhIsFSTa/SJ/H4iUUXn3EYz2wS0S7lXgJl1AT4A2gCvAF8BvYHfAceZ2dHOubUpttkY+A+wDWiUTr+kBtq5EeY+sutP52D8zmMCq2ZnZzNkyJC0DqOEGiIiIiKSrlRHvFoAG51zm5OsX5zGMaL+gQ+6rnDOjXTOXeucGwr8P+BA4K9ptPkA0BS4M80+SU0091+QXzIMtbCoK98Xdwqs2qdPH5o2bZryIZJJqJFGng4RERER2UOkGhRtApqYWU6iimbWAh/krEm1U5HRrmOAxcDDZYr/AmwFzjWzhim0eSpwIXAFsCzVPkkNVbjTTzOMKHZZTNg5IrBq/fr1GTBgQFqHiZdQ47LLlFBDREREROJLNfCah0+Y0SdRReCnkbqzUu0UEJ0L9q5zrji2IDLaNh1oAPRNpjEzawM8Coxzzj2TRn+kpvriv7B1+a4/5xT2YI1rHVh1wIAB1KtXL+VDJEqoccstKTcpIiIiInuYVAOvMfhg6ubIAsqBzOxw4HZ8Io5n0+jXgZHfC0PKv4787ppke4/i7+vFafRFaqriIph1764/810Ok/IHB1Zt2rQpvXr1SuswSqghIiIiIhWVauD1KPAFfkRqvJmdBD5ft5kdYGYjzOxBfFKMpvgFll9Mo1/Ri3A2hpRHtzdL1JCZ/QI4BbjEObcylU6Y2a/NbJaZzVq9OixrvlSbb16B9SWx+YyCvmx2TQKrDh06lDp1Us0lA1OmhCfU6N9fCTVEREREJDkpfRN1zhWY2YnA2/jga3BM8Vcxtw0/LfEM51y5BZaripl1xi/2/KJz7oVU93fO/Rv4N0BeXl613Q8J4Bx8fPeuP7e6BkzP7x9YtV27dnTrlvqqBoWF/vqtIFlZMHq0EmqIiIiISHJSzjjonFsC9MQnufgeH2TF/iwDbgaOcs6tSLNf0RGtsPRz0e0bErTzBLAduCTNfkhN9eNkWPHxrj+n5A8in7qBVUeMGIGlESEpoYaIiIiIZErqc68A59w24DbgNjPbG9gbP+VwRSQwq6gFkd9h13AdEPkddg1Y1JH4IG11yBfvG8zsBuAV59zIVDsp1WjmPbturituwayCvMBqXbp0Yb/99ku5+eXLwxNqtG2rhBoiIiIikpq0Aq9YzrllZD49+8TI72PMLCs2s2FkEeSj8Ysgz0jQztP47IdlHQAMBOYAnwCzK9phqUKrP4Pv3tr15/v5Qyn2lxqWM3z48LQOES+hxj33KKGGiIiIiKSmwoFXZXDOfWNm7+LX8roUeCim+BagIfAv59zW6EYzOyiy71cx7VwR1L6ZXYAPvN5wzt2Y8TsglStmtGtp0T58XnhYYLXu3bvTrl27lJufMgWeCVl0QAk1RERERCQdKQVeZtYxxfZ3ABucc/kp7gf+uqwPgAfNbBjwJX79sCH4KYY3lKn/ZbSbaRxLdhcbF8NXzwE+v8b4kMWSs7OzGTJkSGBZPAUFcOmlwWXZ2f66LyXUEBEREZFUpTri9V06BzGzb4G3gAedc4uS2Scy6pUH3AocB5wALAceAG5xzq1Ppy+ym/vk7+CKAPi66ACWFHcOrNa7d2+apTEf8OGHYf784LJLL4Xu3VNuUkREREQESyXbu5kVJ64VyuFHwC5wzqWztle1ysvLc7NmzarubuzZtq2BRztC4XaKnfHI9t+yurhNuWr16tXjiiuuoH79+ik1v3w5HHRQ8LVdbdvCV1/p2i4RERERCWdmnzjnArO+pZpOfl/gLGA9sAaf2XAYcFDkZ1hk22pgHTAKn1nwN/ipgPWBp81s/9Tvhuzx5jwMhdsBmFvYIzDoAhgwYEDKQRfET6hx770KukREREQkfakGXnWAR4ElwMHOub845yY65xZGfiY65/4CHIJf4+vfwHrn3KP4tb9mALnA7zJ3F2SPULAVZvscKwUuh4n5wddvNW3alN69e6fcfKKEGj//ecpNioiIiIjskmrgdQPQBPiVc25tWKVI2a+BFpF9cM7tBK7FJ78YmlZvZc817wnY4Z9yMwr6sNk1Caw2ZMgQ6tRJ7dJFJdQQERERkcqWauA1AtjinPskUUXn3CxgC3BszObpQD7QIcXjyp6sqAA++RsA21wDpuf3D6zWtm1buqeR/SJeQo3LLlNCDRERERGpuFQDr9YQslJtePu7LsRxzhXhg7EauX6Y1FALX4BNSwCYkj+QndQLrDZixAgsxaGp5cvhppuCy9q2hVtuSak5EREREZFAqQZeq4H6ZjYwUcVInQb4JBzRbTlA89htInE5t2vB5PXFzZlZ0Cuw2n777UeXLl1Sbv7qq2Hz5uCye++Fpk1TblJEREREpJxUA6938ddoPWZm+4ZVipQ9hk8h/05MUdfI/ktSPK7sqRa/A6s/A+D9/KEUhwy4Dh8+POWmlVBDRERERKpKqlP+bsGniO8CzDez54HJwDJ8kLU3MBj4CT51/GZ8evmosyO/J6XdY9mzzLwbgGVFezO/sFtglW7durHXXnul1KwSaoiIiIhIVUop8HLOfW9mxwFjgXbA+ZGfsgxYCYxyzsWObs0H/gC8nl53ZY+y/GP4YRLOwfj8EYFVsrOzGTo09SSZSqghIiIiIlUp5SQXzrkPzexg4HL86NehlCTcKAI+B8YAo51zG8rs+3yFeit7lsho16Ki/VlcFDyztVevXjRLcWVjJdQQERERkaqWVnZB59xG4Hbg9kjCjBaRonXOuYJMdU72YOsWwNcvU+yMCSGjXXXr1mXAgAEpN62EGiIiIiJS1Sqc1j0SaK3MQF9ESsy6D3B8VtiDVcVtA6sMGDCABg0apNSsEmqIiIiISHVINauhSOXbshy+eJoCV4eJ+UMCqzRp0oTevXun1KwSaoiIiIhIdanQiJeZtQHaAw3xCTUCOeemVOQ4sof59AEoyuejgqPZ5ILn/Q0ZMoScnJyUmlVCDRERERGpLmkFXmZ2GXAFPq18Ii7d48geaOdGmPtPtrn6TMsPvn6rTZs2dE8xSlJCDRERERGpTikHRGb2HHAmcUa4yu6S6jFkDzb3X5C/ian5x7CTeoFVRowYQVZWarNkr7oqPKHGffcpoYaIiIiIVK6Uvr2a2dnAWcAmfCr5hpGiFfggrj1wIbAIWAMMc87pOjJJTuFO+PR+NhQ3Y2ZB8PVb++67L126JDPQWmLKFPi//wsuGzAAzjkn1Y6KiIiIiKQm1aDoAvzUwT87515yzm2PFjjnip1zy5xz/wGOBH4AxpnZ/hnrrdRuX/wXti7n/fyhFIUMxg4fPhxLIQNGooQao0croYaIiIiIVL5UA68jIr/LJuQu1Y5zbgtwGdAYuCa9rskepbgIZt3L8qK9mFcYfP3WYYcdxt57751Ss6NHhyfUuPxyJdQQERERkaqRauDVDNjsnNsQs62AkimHuzjnPgS2AcPT7ZzsQb55FbduIeNDFkvOyspi6NChKTW5fDn85S/BZW3bws03p9hHEREREZE0pRp4rcVPNYy1AWhgZs1C9mmX4jFkT+MczLybb4q68F3RfoFVevXqRfPmzVNqVgk1RERERKSmSDXwWgo0MbNGMdu+jPwutdKtmR0JNMCPeomE+3EKxcs+ZkLIaFfdunUZOHBgSk1OnqyEGiIiIiJSc6QaeH0a+d0rZtsb+JTx95lZLzPLMbM84D/40bHpFe+m1Goz72ZeYXdWFgcPjvbv358GDRok3VxBgV8QOUh2tl9IWQk1RERERKQqpRp4RYOsM2O2/RM/ErYvMAPYAXwEHAoUAn+teDel1lr9GYXfjmdi/pDA4saNG9OnT5+UmkyUUKNbt1Q7KSIiIiJSMakGXm/ipxQ+Gd0QyWA4FPgQH5RFf74HTnfOfZSZrkqtNPMePi7ozUbXLLB4yJAh5OTkJN1cvIQa7dopoYaIiIiIVI/gxZJCOOcKgckB278Gjjaz9kAHYCPwpXOubCIOkRKblrD9y3FMzQ+eF9imTRsOP/zwlJqMl1Dj3nuVUENEREREqkdKgVcizrkfgR8z2abUYrP+ztSdR7GD+oHFw4cPJysr+UFZJdQQERERkZoqpamGZvaEmf09hfr3mNnjqXdLar3ta9kw9wU+Lgi+fqtz587sv//+STdXUACXXhpcpoQaIiIiIlLdUr3G6wLg7BTqnxnZR6S02aOZuK0fRSGDrsOHD8dSiJRGj4bPPw8uU0INEREREaluqQZeqdIYg5RXsJUVM5/ls8LugcWHHnoo++yzT9LNLVumhBoiIiIiUrNVduDVCi2gLGXNe4IJm3sRFJdnZRlDhw5Nqbl4CTXuu08JNURERESk+lVK4GVmTc3sT0AD4JvKOIbspooK+Gb6s3xTFHz9Vl5eL1q0aJF0c5Mnw//+F1w2cCD87GfpdFJEREREJLPiZjU0s78AN5XZ3NbMipJs3wFj0+mY1E5uwQtM2BA8xTA3J5uBAwcm3VaihBqjRyuhhoiIiIjUDMmMeMUuiuzK/B3vpwB4Argr472W3ZNzzJv0LCuK9wos7t9/IA0bNky6uYceCk+occUVSqghIiIiIjVHonW8ngImRW4b8D6wDjgjzj7FwCZgoXNuewX7J7VI4Tdv8f6aAwLLGtevQ99+/ZJua9my8KQZSqghIiIiIjVN3MDLObcEWBL928y+B1Y65yZXdsek9pk5/lk2uuBruwYPO5acnJyk20qUUKNJk3R6KCIiIiJSORKNeJXinOtcSf2QWm774ulMWRWcIr5142x6HHFk0m1NmqSEGiIiIiKye6nsdPIiAEx763/soH5g2bDjTiUrK7mnYkEBXHZZcFl2Njz8sBJqiIiIiEjNk9KIVywz2xvoBrQA4s4Rc849ne5xZPe3cclsPloVnCK+U3PoevBhSbeVKKHGYck3JSIiIiJSZVIOvMysG/AQMCDJXRygwGsPNvGNZykiOFvh8JPOwpIcolq2DP7yl+AyJdQQEZHdnXOOzZs3s2nTJrZt20ZRUbKr94hIpmRnZ9OgQQOaNGlC48aNk/6emoyUAi8zOxCYCjTGZznMB1YDhRnrkdQqK76dz9zVDQLLDmldQPv9Dk66rauugi1bgsuUUENERHZnzjlWrVrF1q1badGiBe3atSM7OzujX/pEJD7nHEVFRWzZsoU1a9awfft22rRpk7HXYaojXjcDTYBlwMXAW845nY6RUO+98QKQXW57FkUMOyn5LBhKqCEiIrXZ5s2b2bp1K506dSI7u/znpohUPjOjTp06NGvWjMaNG7NkyRI2b95Mkwyd3U81ucYQ/NTB85xzryvokni+XTCPReuCPzx6tt1Ki46HJNVOQQFcemlwmRJqiIhIbbBp0yZatGihoEukhsjOzqZFixZs2rQpY22mGng1BXZSsqiySCDnHBPefDmwLJedDDrxnKTbeugh+OKL4DIl1BARkdpg27ZtNGrUqLq7ISIxGjVqxLZt2zLWXqqB13KgyDlXnLEeSK00/7M5LN/kAsuObruGhh2SW7dLCTVERGRPUFRUpNEukRomOzs7o0luUg28XgMamNkRGeuB1DqFhYW8/+4bgWWNbDN9j/t50m1deWV4Qo2//U0JNUREpPZQIg2RmiXTr8lUA6+/AmuA+82sbkZ7IrXGrJkz2bAt+OzA4NY/kNt5YFLtTJoEzz4bXDZoEPz0p2l2UERERESkiqWa1bAecCHwX+BTM7sP+BjYHG8n59z36XVPdjc7duxgyqT3Asta2WqOGJ7ctV2JEmqMHq2EGiIiIiKy+0g18Pou5nYz4LEk9nFpHEd2U9OmTWN7fvBo17BWC8ja/8Gk2nnwQSXUEBEREZHaI9WAKJ0xBo1L7CE2bdrERzM+DCzrmLWEAweeA5Z4duuyZeFJM5RQQ0RERER2R6le47Vvmj+yB5g4cSKFRcEJL4c3m4sdnNwqx0qoISIiIhJs8eLFmBlmxuLFi0uVTZo0aVdZOiq6v8SX0oiXc25JZXVEdm8rV65k7tw5gWUHZ39Bh37nQHZuwnYmTlRCDREREcmMoqIixo4dy+uvv86MGTNYtWoV27Zto1mzZnTt2pUBAwZwzjnncJiuYahUixcv5qmnngLg5j146pKuvZKMeO+993ABy3YZxQxr/DF0T3w5YEEBXHZZcJkSaoiIiEgqZsyYwfnnn8/ChQt3bcvJyaFx48asXbuW6dOnM336dO666y5OP/10nn32WXJzE58krskaNGjAgQceWN3dKGfx4sXccsstwJ4deKU61bAUM2ttZnlmllx+cKmVvvvuO77++uvAsp45s2jZ8xzIbZywnXgJNX73OyXUEBERkeS89tprDB48mIULF9KyZUvuvPNOFi5cSH5+PmvXriU/P5+ZM2dy7bXX0qRJE1566SW2bdtW3d2usN69e/PVV1/x1VdfVXdXJEBaI15mdgpwM3B4ZFOpzIVm1hyIThj7iXNuYwX6KDWYc44JEyYEluWyk0H1Z8CRTyZsJ1FCjb/8pQKdFBERkT3G119/zc9//nN27tzJIYccwjvvvEP79u1L1cnOziYvL4+8vDyuuuoqfvGLX1RTb2VPkvKIl5ldC7wM9MBnLIz+7OKcWw9sB0YAoyrcS6mxPv/8c5YtWxZY1i/3Axp1+wk0aJOwHSXUEBERkUy48cYb2bRpE/Xq1ePll18uF3SV1aJFC8aNG0fTpk0BKC4u5r333uOKK66gb9++tG/fntzcXFq2bMmgQYN45JFHKCgoCGyrbOKLlStX8rvf/Y59992XevXq0bZtW84+++yEI1JLly7lN7/5DR06dKBu3bq0b9+eCy+8kEWLFsXdL5nkGF999RXnnHMO7dq1o169euy3335cfvnlrFy5Mm7bBQUFvPrqq/z6178mLy+Pvfbai9zcXNq0acOxxx7Ls88+iwu47qRz584MGTJk19/R/kV/LrjggnL7bN68mbvuuot+/frRokUL6tatS4cOHTj77LP58MPgDNoA69ev56abbuLII4+kSZMm5Obm0q5dO7p3787FF1/Me+8FrzVbZZxzSf8AfYEiYCfwO6AFsBwoCqh7BlAMPJfKMWrqT8+ePZ2UVlhY6B544AF38803l/u595Yr3c776jq3flHCdt5/3zkI/hk0yLni4sq/LyIiItXpiy++qO4u1AorVqxwWVlZDnC//OUv02rju+++c/jZXA5wjRo1ck2bNi21bcCAAW7btm1x93399dddmzZtHOAaNGjg6tatu6usSZMmbs6cOYHH/+STT1zz5s131a1fv75r1KjRrv2ef/75XWXfffddqX0nTpy4qyzIW2+9VaofjRo1cvXq1XOA22uvvdwTTzwRun9s29G+NG7cuNS2M8880xUVFZXaLy8vr9T9adu2bamfK664olT92bNnu/bt2++qn52dXeo4ZubuuOOOcv374YcfXMeOHXfVy8rKcs2bN3fZ2dm7tg0aNCjw/xJPqq9NYJYLiSdSnWr4u8jvO51zDwDxIurJkd9HpHgM2U3MmjWL9evXB5YNzp1EbtdToVmXuG0ooYaIiEgCf6vlH4R/CsjOlaaJEydSXOyXtjnttNPSaqNOnTqcc845/OQnP+Hoo4+mRYsWAGzZsoUxY8Zwww03MHXqVG644Qb+/ve/h7Zz7rnncsghh/DGG2+Ql5dHYWEhkyZN4rzzzmP58uVcfvnlTJkypdQ+mzdv5rTTTmP9+vV07NiRxx57jOHDh2NmfPjhh/zqV7/iN7/5TVr368cff+QnP/kJO3fupHv37jz66KP07t2b4uJi3n33XX71q1/xxz/+MXT/Bg0a8Jvf/IZRo0bRu3dvmkSmI61bt45nnnmGP//5z7z44ov079+fK664Ytd+M2fOZNKkSbtGvVasWBF6jOXLl3PssceyatUqTj/9dK6//nq6d+9OTk4Oq1atYvTo0dx5551cf/31HHzwwYwcOXLXvjfffDPff/89nTt35rHHHmPw4MFkZ2dTVFTEjz/+yFtvvVUu/X5VS3Wq4dGR36MTVXTOrQG2Anun2imp+Xbs2FHuzSKqpa3hiDqfQu9rErajhBoiIiKSKZ9//vmu20cckd65//bt2/PMM89w8skn7wq6ABo1asQFF1zAK6+8AsC///1vduzYEdpO27ZtGT9+PHl5eYAP6IYPH86//vUvAKZOncqPP/5Yap9//vOffP/99+Tm5vL2228zYsSIXYMc/fr1Y8KECWmvsXXHHXewadMmWrZsyfjx4+nduzcAWVlZHHfccbz11lts3bo1dP/evXvzyCOPMHz48F1BF/ipmldccQWPP/44AA8++GBa/QM/TXTVqlX87Gc/Y+zYsfTs2ZOcnBwA2rRpw6233so999wDlM+O+MEHH+y6n8OGDSM7Oxvw1/N16tSJiy++mLvuuivtvmVCqoFXG2BzJKhKxk5g987LKYGmT58emv1nWN0JZHcaCm2PjNtGvIQae+2lhBoiIiKSmrVr1+66HRs0ZVJeXh5t2rRh69atzJkzJ7Ten/70J+rXr19u+/HHH///27vv+Kiq9I/jnyed0EKoUqSIKGJDsKJLFbGsy1pQUBHLIj8X14KuFUV07YoFO6usuCAiuq5lVUBABVHpq4IsSFcMndCSkJzfH/fOMEnuTAoJSeD7fr3mNck95557pgTmmXPOc8Jp6//73//mK3vrrbcAuPjii2nbtm2hcxs1asSgQYNK3GfnHOPHjwdg0KBBNGhQeP390UcfzUUXlT41w7nnngvAsmXLYo5qRbN7927Gjh0LwO23R//yvn///gAsWLAg37q0tLQ0wBs1q6xKGnjtAFLNLL6oimZWA0gDNpWiX1KJbdu2jVmzZgWWNYtbxZHxi4s12hUrocYTTyihhoiIiFSM7OxsXnrpJXr27Enjxo1JTk7OlxAiIyMDoNCIVaSTTz458HhCQgL169cHvGl6kdcMBWLdunWL2m6ssmiWL18evta+tJ2Zmcnjjz9O586dadCgAUlJSeHnJDU1NVwv1vMSzZw5c8IjiD179qRRo0aBt3bt2oXPWblyZfjn8847D4A77riDgQMH8sknn7Bt27YS96M8lXSN10/AycCxwLwi6vbGC+zml7hXUqlNmzaNPXv2BJadmTwJa3gCHNo9ZhtTp8K4ccFlnTtD37772ksRERE52NStWzf886ZNm2jcuOQrXjIyMujRo0e+0aiUlBTq1asXnr62fv168vLyYk7Nq1kz+h6mCQneR/DI7IibNm0Kf75q0qRJ1HOLytIYJBQo7kvbS5YsoXv37vmCqtTUVNLS0oiL88ZyQiNQsZ6XaCKzZBeVYTEkcvbVbbfdxoIFC3j77bd59dVXefXVVzEz2rVrR69evbj22msrfHPpko54/RsvdfydsSqZWVPgEbwMIhNL1zWpjDIyMqIOqx8Zv4hm8au90a4Y84+LSqjx/PNKqCEiIiIlFzkaMm9eUWMEwW6++Wb++9//UrduXV577TV+/fVXdu3axfr161m3bh3r1q0LB3QuIH36geqqq65izZo1tGjRggkTJrBx40Z27NhBRkYG69atY+3ateG6pXlecnNzwz/v2rWrWFnHu3TpEj4nMTGR8ePHM3/+fO699166detGamoq33//PU888QTt2rXjySef3KfnYF+VdMRrJPBn4EIzewN4LFRgZolAC+D3wO1AfbwRsn+USU+lUpgyZUrgH5ORR/fkyVC7FRx+Qcw2ikqoEfFvpoiIiJRh1r8DXdeuXYmLiyMvL4/33nsvvO6ouHJycnj33XcBGDlyJJdeemmhOrm5uWzYUNx0B8WXnp4ezsIXGcQUFKssmsg1XWvXro068hOt7dWrV4eTV4wbN45TTjmlUJ3SrOuK1KhRo/DPK1euLPXo1HHHHcdxxx0HwJ49e5g+fTrDhw/niy++4LbbbqNHjx7h8v2tRCNezrnteIHVBuByYAFewg2A3cBi4HG8oOsXoLdzLniHuWIws6Zm9pqZ/WJmWWa2wsyeNrM6xTy/upldZmZjzWyxme0ws0wzm21mQ8xMiT9KYMWKFSxZsiSw7ISEudSL2wgdb4W46PH82rVKqCEiIiLlo2HDhlx44YUAjB07NurnliDOOdavXx9eZxQtK+JXX30VM5thaSUlJXHssccCXlr8aD7//PMSt92yZctwspHStL169erwz9Gel8mTJ0dtNzQVEaKPhp144onhpCMffPBB1LZKIiEhge7du/PRRx+RnJyMcy5mP8tbSaca4pybDxwHvI6XtdAK3HKA0UBH59xPpe2YmR0GzAGuAr4FRgA/4+0l9rWZ1Y1xesgZwJvAWcD3wHPAWKAJ8AQw1cxSStvHg0msN2oi2XRJmgapDaDdgJjtxEqo8eSTSqghIiIi++bBBx+kRo0a7Nq1iwsuuKDIEaLNmzdz4YUXsnXrVmrVqhVO175gwYJCdffs2cPdd99dLv0GuOSSSwCYMGECP/1U+GN0RkYGL730UonbNTP69OkDwEsvvRQ4Yvfjjz/yzjvvBJ5fu3bt8M9Bz0tmZiYPPvhg1OtHpp/fsmVLYJ3q1avTr18/AB599FFWrVoVtT3In5gEICsrK2rd5OTk8Pq8yCBwfyvVlZ1z65xz1wB1gNOBPkBfoCuQ7py72jm3b+ON8ALeaNpfnHO9nXN3OOe64QVgRwB/K0Yb6/BG5g5xzl3kt3Ed0AaYC5yGN3VSivDjjz9G/Yfr1MSZ1IjbDu3/AomF06aGTJ0KfpbUQjp3hoDRfBEREZESadOmDWPGjCEpKYkffviB448/nkcffZSlS5eG6+Tm5jJv3jzuvfdeWrVqFZ5eWKNGDTp18ratveWWW/j888/DGzJ///33nHPOOcyePZvq1auXS9//7//+j6ZNm5KVlUWvXr3yLfH45ptv6NGjR7g/JXXnnXdSs2ZNNmzYwJlnnsns2bMB78v1zz77jLPPPjtfZsJIbdu25dBDDwXg6quvZs6cOeGyr7/+mi5durB58+ao127Tpk14NGvUqFFRR70eeughGjduzIYNGzj11FMZM2YMmZmZ4fL169czceJE/vjHP9K3QCa25s2bc+eddzJr1qx8QdjSpUu57LLL2LlzJ3FxcZx11lmxnqbyVZyFa/v7BhyGl5hjORBXoKwmsB0vtX31fbhGP/8aHxSnfocOHdzBas+ePe7ZZ591w4YNK3R7/P5b3e7Hk5x7poZzuzZFbSM727m2bZ2Dwrf4eOe+/34/PiAREZFK5scff6zoLhxwvvrqK9e6dWvnf95zgEtKSnLp6ekuLi4ufMzMXN++fV12drZzzrnZs2e76tWrh8uTk5NdzZo1HeASEhLcG2+84Zo3b+4A9/rrr+e75vLly8PnLV++PGrfop3vnHPfffedS0tLC7eTmprqatSo4QBXs2ZNN378+KjXmDp1argsyIcffuiSk5PDdWrWrOmqVavmAHfIIYe41157Ler5H3zwgUtISMjXr9TUVAe46tWru8mTJ4fLpk6dWuj8a665Jt+5hx56qGvevLkbMmRIvno//vija9OmTbhuXFycS09Pz/eaAK5Hjx75zossi4uLc3Xq1HEpKSn5XucRI0ZEfU2iKenfJjDbRYknKm6sLbau/v1nzrl8Yb1zLhOYAaQChVf2FV9o7VlwXnQJmzNnTqHh3JDOSdNJtmw4diCkRF9698wzsGhRcNlNNymhhoiIiJStTp06sXjxYsaNG8dll11G69atSUlJITMzk/T0dE4//XTuvvtuFi1axNixY0lMTASgQ4cOfPvtt/Tp04d69eqRl5dHzZo16dOnDzNnzuSKK64o13537NiRhQsXcu2119KkSRP27NlD7dq1ufLKK5k7dy4nnXRSqds+99xzmTt3LpdeeikNGjQgOzubhg0bMnjwYObNm0fLli2jnnveeefxxRdfcO6555KWlsaePXuoV68eV111FXPmzKF799hbCT3//PMMGzaMY445BoBVq1axcuXKQtMe27Zty8KFC3n55Zfp2bMn9erVY9u2bTjnaN26NRdffDGvvPIKb7/9dr7zPvvsM+68807OOOMMmjVrxq5duwBo3bo1V111Fd999x033XRTKZ61smOuBOkezawd8ADwo3PuniLqPoI3pe8u59ziEnXK7HHgVuBW51yhvI9mFsqueL1z7sWStB3Rxn+AXsAg59zLRdXv2LGjCw3JHkyysrJ49tln8+2TEJJuG7k+9Xni4+Pgmp+hVrPANtauhSOPDF7bdcgh8NNPEGOrCxERkQPeokWLaNu2bUV3Q0QKKOnfppnNcc51DCor6YjXFcAfgBXFqPubX/fyEl4DILSCb2uU8tDxtFK0jZkNxgu65gOvxag30M+AOHv9+vWluVSVN2PGjMCgC6B78mTiLQ/aXhY16IKiE2oo6BIRERGRA11JA68e/v2Hxaj7Fl6Ww54lvEa5MrMLgKfxEm9c6GKku3fOveKc6+ic61i/fv391cVKIzMzk1mzZgWWNY1bTdt4f+7giX+N2kashBpduiihhoiIiIgcHEoaeB0KbHfFyFjonPsVLwlG9KGQ6EIjWrWjlIeObylJo2bWGy8gzAC6OOd+LkXfDhrTpk0jJyc4Lj0zeRJmQKvfQ92jAuvk5MCfo+SMTEiAkSPBz9gqIiIiInJAK2ngVYuSJaPYg5dyvqRCGxe0iVJ+uH9f7F3xzOxiYALeFMjObh/2GDsYrF+/nnnz5gWWHRG/mEPj/b0VTro9ahuxEmrceKMSaoiIiIjIwaOkgdcGIK04mxf7dWoD0ZP6RxfaUrunmeXro5nVBDoBO4HgeXCF+3IZMA74BS/o+l8p+nRQidw3IpKRR/dkfyPlxp2gSafA89euhWHDgttu3Bjuu6+MOioiIiIiUgWUNPD6zr8fUIy6V+Gt8ZpTVMWCnHPLgM+AFhTe4Ph+oDowxjm3I3TQzI40syMLtmVmVwJvAKuA32l6YdFWrVoVuFs6QPuEedSP89N+xljbdeutsGNHcNkTTyihhoiIiIgcXBJKWH8cXqbCB8zse+fcp0GVzKwXMBxvw7J/lrJv1wMzgWfNrDuwCDgZb4+vJcDdBeqHJrWFVw2ZWVe8rIVxeKNoV1nhRUVbnHNPl7KPBxznHJMmTQosSySbLknTvF/qHgWHnRdY7/PPlVBDRERERCRSSQOvCXgjUGcAH5nZR3gZDlf65c2B3wPn4AU7XzjnxpWmY865ZWbWES+A6+W3+SvwDHC/c644Uxibs3dU7+oodVbiZTkUvL0K1qxZE1h2SuLX1IzL9H7peBtY4QHT7GwYPDi4bSXUEBEREZGDVYkCL+ec89Oxvw+cBpzn3woy4Cvgwn3pnHNuNd6UxeLULfRx3jk3Ghi9L304mOTm5jJlypTAslTbQaekmd4vNZpC236B9Z59Vgk1REREREQKKukaL5xzG4HOwJ+Ar/EyF5p/24M3PfBqoKtfV6qIuXPnsmnTpsCyzonTSbYs75cON0N8UqE6a9YooYaIiIiISJCSTjUEwDmXC/wd+LuZxQN18dZzbfLLpIrJyspi+vTpgWXptpEOiX6OlOQ0OPZPgfViJdR48kkl1BARERGRg1eJRrzMbLmZLTOz1qFjzrlc51yGc269gq6qa+bMmeyIEjV1S55CvPkv7fF/hqTCEdTnn8P48cFtd+0Kl1xSVj0VEREREal6SjridQiQ7ZxbWh6dkYqxfft2vv7668CyJnFrOCr+R++X+GRof0OhOkUl1HjuOSXUEBEREZGDW0nXeP1CRLp2OTBMmzaNnJycwLIeyZP2Bk1HXwXVGxaq88wz0RNq3HSTEmqIiIiIiJQ08JoMpJpZ+/LojOx/GzZsYO7cuYFlbeJ/okW8v1OAxUHHWwvVWbMG7r8/uO3GjeHee8uqpyIiIiIiVVdJA69HgB3ASDNLLYf+yH42ZcoUnHOFjht5dE+avPfA4RdB2mGF6imhhoiIiIhI0UoaeO0BrgOOAb43s5vN7GQza2lmh0a7lX23pSysWrWKxYsXB5YdnzCfBvHr9x446fZCdaZMUUINERERkapowIABmBkDBgyo6K4cNEoaeC0H3gSqA82BJ/D27VrqlwXdfi6rzkrZcc4xefLkwLIEcuiSNHXvgUN7QMMT8tXJzoYbCufZ8M5PgJEjlVBDRERE9r9hw4ZhZpgZqamp/PLLL1HrrlixIlx32rRp+6+T5WjatGkMGzaM0aNHV3RXpICSBl5WiluJN2mW8rd48WJWr14dWHZK4tfUisvce+DEvxaqU1RCjaOOKoNOioiIiOyDXbt2cX+0xegHqGnTpnH//fcXGXgdcsghHHHEERxyyCH7p2NS4nTyLculF7Jf5ebmMmXKlMCyVHbQKWnG3gMN2kPzHvnqKKGGiIiIVBWvvfYaQ4YMoU2bNhXdlUrl4Ycf5uGHH67obhxUShR4OedWlldHZP+ZN28eGzduDCz7XdIXpFjW3gMn3l5ozqASaoiIiEhl16xZM+rUqcPChQu56667eOeddyq6S3KQ0zTAg0x2dnbUOcx1bBMdE2fvPVC7FbS5MF8dJdQQERGRqiAuLi48ojNx4kS+/fbbUrUzY8YMLr/8cpo3b05KSgq1a9fmpJNO4tFHH2X79u0xz33//ffp1q0baWlp1KhRg+OOO47HHnuMnJyc8Fq0Ll26FDpv8+bN/P3vf6dPnz4cc8wxpKenk5KSQvPmzenXrx+zZs0qdE5ovVpoauX06dPD69dCt8jph0HJNTIyMkhMTMTM+Pe//x3zsd17772YGa1bty7T5+3TTz/lggsuoGnTpiQlJVGrVi1atWpFz549eeKJJ9i0aVPMflVm+xR4mVl9M+toZr8rqw5J+fr666/ZEWW4qlvSFOItd++BjrdC3N5B0exsGDw4uF0l1BAREZHK5pxzzqFz584A3HHHHSU6Ny8vjxtvvJHTTz+df/7zn6xatYrExER27NjBd999xx133EHHjh1ZuTJ4Qtitt95K7969mTp1Klu3biUxMZEff/yR22+/nR49epCTkxP12s888wzXXnstEyZMYFHEovpVq1Yxbtw4TjvtNJ599tl858THx9OwYUOqV68OQGJiIg0bNsx3q1atWszH3KBBA8466ywAxowZE7Wec44333wTgCuuuCJf2b48b8OHD6dXr1689957rF27lsTERJxzLF++nEmTJnHbbbexcOHCmI+hMitV4GVm55vZXGAd8A3weYHyOmb2iX+rXQb9lDKwfft2ZsyYEVjWOG4t7RJ+3HugWn1oNyBfnWeegSjZ55VQQ0REpJyYHdi38vbII48AMHXqVD755JNin3fffffx7LPP0qBBA55//nk2btxIZmYmu3btYurUqbRv356ffvqJCy64gLy8vHznvvXWWzz55JMA9OvXjzVr1rB582YyMzN55ZVX+Pbbb3nxxRejXrtx48bcd999zJ49m507d7Jp0yZ27drFzz//zI033gjALbfcwrx588LnNGvWjHXr1nHrrbcCcNppp7Fu3bp8t0uKMTWpf//+AHzwwQds2bIlsM6MGTNYvnw5ZlYo8Crt87Zy5crwaN0tt9zC2rVr2bFjB5mZmWzZsoUvv/yS66+/nppVeE1LiQMvM7sDeA84nvzZC8Occ5uBXcCZwEX73EspE9OnT4/67UqPpEmYRWykfMJfIHHvtyJKqCEiIiJV0SmnnMIf//hHAO68806cc0Wc4U3be/jhh6lWrRqfffYZ119/Penp6YA3ktSlSxemT59O06ZNmTt3br5pec45hg4dCsCZZ57Jm2++SZMmTQBISUnhT3/6Ey+++CKbN2+Oev2BAwcybNgwOnToQFJSEgBmRsuWLXn66ae5/vrryc3N5fnnny/dkxLD+eefT+3atcnKyuLtt98OrBMaDevUqROtWrUKH9+X5+2bb74hLy+PNm3a8OSTT9K4ceNwWe3atTn99NN5/vnn6dChQ5k/5v2lRIGXmZ0C/A1vI+WbgXrAb1Gqv4kXkJ25Lx2UsrFx40bmzJkTWHZ4/BJaJqzYeyCxOhx3fb46Q4ZET6jx1FNKqCEiIiKV10MPPUR8fDzz589n3LhxRdYfPXo0ubm59OrVi+OOOy6wTs2aNenduzfgrUsKmT9/PkuXLgXgrrvuwgKG9a688koOPfTQUjwSz7nnngvAV199Veo2oklJSeHiiy8GgqcbRgZkBUe79uV5S0tLAyAzMzPqspiqrqTp5G/07x92zj0DBL6ZfNP9+/al6JeUsSlTpgR+w2Pk0SOpwEbKxw6EaukR50KULzzo1g369CnLnoqIiIiUrSOPPJKrrrqKUaNGMXToUC6++GISExOj1g8tzfjss89o1KhR1HqhJBGR65Xmzp0LeCM8p512WuB5Zkbnzp1jrqP6+eefeeGFF5g6dSrLli0jMzOz0JTGNWvWRD1/X/Tv359Ro0aFpxS2bLl3R6kPP/yQLVu2kJKSQp8CHwL35Xk76aSTqFevHr/++isnn3wygwYNokePHhxxxBGx4o0qpaSBVyf/fmRRFZ1zG8xsB9C4qLpSvlavXp1vYWak4xIW0CA+Y++BuAQ44ebwr0Ul1HjuOSXUEBERkcpv2LBh/POf/+Tnn3/mpZde4oYbboha95dffgFgx44dxRp92blzZ/jn9evXA1C3bt3wNMEgoemHQd577z369u1LVtbeLX5q1apFSkoKZkZ2djabN28ut5Gh008/nZYtW7J8+XLefPPN8NRJ2DsK9vvf/z48ShWyL89bWloa48aNo1+/fvzwww/h16d27dr87ne/o0+fPlxyySUxA+bKrqRrvBoAmc65DcWsnwVEf8dJuXPOMXny5MCyBHLomjQ1/8G2l0GtZuFfn346ekKNm29WQg0RERGpGpo0aRL+MP/ggw/GTGmem+tleb799ttxzhV5C9qqp7SjNBs3bmTAgAFkZWXRrVs3pk2bxs6dO9m6dSu//fYb69atY8KECaVqu7gik2ZEjspt3LiRjz/+GCg8zRD2/Xnr0aMHy5cv54033uDKK6/k8MMPZ+vWrXzwwQdcccUVtG/fnrVr15bToy5/JQ28dgCpZhZfVEUzqwGkAVU32f4B4KeffmLVqlWBZScnzqJW3Lb8B0/8a/jHNWtg+PDgdhs3hogvP0RERKScOHdg3/anO+64gzp16pCRkRHOOhgkNE0uWqr4WOrXrw/Ahg0byM7OjlovWgDx8ccfs23bNurUqcMHH3xA586dC6WBX7duXYn7VVKhwOp///tfeN+w8ePHk5OTQ/369Tn77LMLnbMvz1tI9erVueKKKxg9ejRLlixhzZo1PProo6SkpOQbCauKShp4/QTEA8cWo25vv/35JbyGlJG8vDymTJkSWFaNnZyeVCC1fKvfQ929Q1hKqCEiIiIHkjp16oT383ryySfD0wIL6tTJW10zefJkdu/eXaJrnHDCCQDk5OQwc+bMwDrOOb744ovAstWrVwNwxBFHkJqaGlgn2mwm8DaODl1jX7Ru3ZpTTz0V2DvqFbrv27cvCQmFVyzty/MWTZMmTfjrX//KkCFDAJg0aVKZtFsRShp4/RsvU+GdsSqZWVPgEcABE0vXNdlX8+bNY8OG4Fmhv0v6ghQr8AcRMdo1ebISaoiIiMiB54YbbqBp06ZkZmbywAMPBNa5+uqrSUhIYMOGDdx3330x28vOzs43bfH444+ndevWgLeHWFAA9Oabb0YdFapd29sCd8mSJYHBy/z58xk7dmzU/tSqVQsg6h5cJRHa02v8+PH88MMP4ZGv0PGC9uV5i1zPFiQ06hcKLKuikvZ8JLAWuNDM3jCzo0MFZpZoZoeb2S3AHLykGkuAf5RZb6XYsrOzA+cbA6TZZjomfpf/YOPToOnp/rkQbRQ3IQFGjlRCDREREamaqlWrxrBhwwBvk+Aghx12WDihxGOPPUb//v35/vvvw+V79uxh/vz5DB8+nNatWzN//vxwmZmFNwL+9NNPufLKK8NJJ3bv3s3f//53rrvuOurUqRN47Z49exIXF8emTZu47LLLwlMSs7Ozefvtt+nZs2fMTYSPPtr7eP7DDz9EHXErrksuuYSkpKTwujOAo446KupeWvvyvD366KOcffbZjBkzJl+2xlD6+scffxzYm0q/KipR4OWc2w78HtgAXA4swEu4AbAbWAw8DtQHfgF6O+eCd+yVcjVr1qyoi0a7JU0hwXLzHzzx9vCPRSXUaNu2jDopIiIiUgEGDBjAkUceGbPO0KFDGTp0KGbGmDFjOOaYY0hNTaVevXqkpKTQvn177rvvPlavXl0okUa/fv246aabAG96XtOmTUlPT6dWrVpce+21nHrqqQwaNAjw9s2KdPjhh3PbbbcB8O6779K0aVPS0tKoUaMGl1xyCTVq1ODZZ5+N2u8uXbpwxBFHkJubS6dOnUhPT6dFixa0aNGCd955p0TPU506dTjvvPMAmD17NhCcVCNSaZ+3vLw8PvnkE/r370+zZs1ITU2lbt26VKtWjUsuuYStW7fStm1bnnrqqRI9hsqkxGN1zrn5wHHA63hZC63ALQcYDXR0zv1UVh2V4tuxY0d4H4WCDon7haMTfsh/sO5RcJj3RxUroUaTJkqoISIiIlVffHw8Dz30UMw6Zsbw4cNZuHAh119/PW3btiU+Pp6tW7dSp04dTjvtNG677TZmzpwZXtsUacSIEbz77rt06dKFmjVrkpWVRdu2bXn88cf59NNPw+nWC6ZkB2+K4htvvMFJJ51EtWrVyMnJoXXr1tx1113MmzePxo2j79aUkJDAlClTuPbaa2nZsiU7duxg5cqVrFy5MmYmx2gipxXGxcVx+eWXx6xf2udt4MCBvPLKK/Tt25ejjz6a1NTUcJKRM844g6effpq5c+fG3B+ssrN9WXhnZslAB7xphfHAOuA759zOmCdWQR07dnShSL+y+/jjj/nuu+8Cy/qn/IOWCcvzHzzrdTh6AACXXBJ9bddbb3nlIiIiUrYWLVpEW00pOah06tSJmTNnMnz48Hz7ZEnlUtK/TTOb45zrGFRW7A2UzSwOOBKoBWxyzi1xzmUB+zZ5VMrUxo0bmTNnTmBZ6/j/FQ66ajSBtv0AJdQQERER2R+mT58eXn/Vq1evCu6N7C9FTjX0k2Y8ircf13+BGcAiM1tvZndbaXeHk3Lx+eefk5eXF1Di6JEUkHq0w80Qn0R2NgweHNymEmqIiIiIlMyf//xnRo8ezbp168KZDbds2cLLL7/MH/7wBwC6devGiSeeWJHdlP2oOCNe/wJ64a3filQXGA4cDgwo015JqaxZs4Yff/wxsOy4hAU0jP8t/8HkNDh2IOAl1Pgpyoo8JdQQERERKZkZM2bwwgsvAJCcnExqaipbtmwJB2FHHXUUb7zxRkV2UfazmIGXmV0MhLalXgpMANYALYDL8NZ2XWFmrzvnppdjP6UIzrmom+nFs4euSZ8XLjj+ekiqqYQaIiIiImVs+PDh/Otf/+Kbb77ht99+CyeXaNeuHRdccAEDBw6MukGyHJiKGvEKpS35DPiDv6YLADP7G/A50B4vCFPgVYH+97//Rd2I7+TEWdSO25b/YHwytP8LAEOGgJ9Yp5CnnoIYW0WIiIiISIDzzz+f888/v6K7IZVIUWu8TgAccHNk0AXgnNsG3I43BbF9+XRPiiMvLy/qaFeK7eL0pK8KFxx9FVRvWGRCjYsvLsOOioiIiIgcpIoKvOoBu51zi6KUz46oJxVk/vz5rF+/PrDsd4lfUM125z9ocdBhiBJqiIiIiIjsJ0UFXsnA1miFzrmtEfWkAuTk5DBt2rTAstpx2zgx8dvCBYdfCHVax0yoccstSqghIiIiIlJWikwnL5XbrFmzyMzMDCzrljiJBMstXHDS7axerYQaIiIiIiL7S7E3UJbKZ8eOHXz1VcD6LaBR4kaOSfi+cMGh3aFhB4b0iZ1Qo0aNMuyoiIiIiMhBrjiBV0OzoGGTMFdEHeecU4BXDr744guys7MDy86M/wgzV7jgxNuZPBkmTAhus3t3JdQQERERESlrxQmIlF6hEtq0aROzZ88OLDus2m+0iv+5cEGD9mQf0oPBvYLbTEiA555TQg0RERERkbJWVOB1/37phZTY559/Tl5eXmBZD94LPunE2xnxtCmhhoiIiIjIfhYz8HLOKfCqhNauXcsPP/wQWHZs7XU0yl1XuKB2K1ZXu5AHHghuUwk1RERERETKj7IaVjHOuaibJcfHxdE1Z1zwiR2HMOS2BCXUEBERERGpAAq8qpilS5eyYsWKwLKT6v1GWlzAtmvV6jN53TVKqCEiIiIiUkGUbbAKycvLizralZKcyBk7XgtMhZJ9zE0M/lPwHteJiTBypBJqiIiIiIiUJ414VSELFiwgIyMjsOyMRhuoZrsKFyRWZ8T0m6Im1Lj5ZjjyyDLspIiIiMhBZPTo0ZgZLVq0qOiuSCWnwKuKyMnJYerUqYFltWvW4KTNLweWrW70V4Y/nBpYpoQaIiIiciDbvXs3L7/8Mueddx6HHnoo1apVo3bt2rRt25aBAwdG/WwFsGXLFoYNG8awYcPYsmXL/uu0HLA01bCK+Oabb8jMzAws69p0EwmrdxYuiEtgyLhb2RlQBDBihBJqiIiIyIFp0qRJXH311axZsyZ8rFatWmRlZbF48WIWL17Mq6++ytlnn82YMWOoW7duvvO3bNnC/fd7Cb4HDBhAWlra/uy+HIA04lUF7Ny5k6+++iqwrGGD+hz72/OBZZN2/o0J/woe7ereHS66qMy6KCIiIlJpjB8/nnPOOYc1a9bQpEkTRo0axaZNm9i6dSu7d+9m0aJF3HTTTSQkJPCf//yHU045JepyDpGyosCrCnDOcdRRR2EBGTDObL4Nyy6cyTB7TyI3jL4xsD0l1BAREZED1aJFi7j66qvZs2cPxxxzDPPmzeOaa66hTp064TpHHnkkI0aM4P333ycpKYmlS5fSr1+/Cuy1HAwUeFUB1atX5/zzz2fQoEG0adMmfLxVyxYctvq5wHNGfP8KPy0NzmR4yy1KqCEiIiIHpnvuuYedO3eSnJzMhAkTqF+/ftS655xzDvfccw8AU6ZM4aOPPgKgS5cutGzZMlyvZcuWmFn41qVLl6htzpkzhz59+nDIIYeQnJxMq1atuOWWW9i8eXPMfmdmZvLII49w6qmnkp6eTnJyMs2aNePSSy/l66+/DjxnxYoV4T6tWLGCZcuWMXDgQFq2bElycnKhhB/jx4/n7LPPpmHDhiQmJpKWlsbhhx/O+eefz/PPP8/u3btj9lH2jQKvKqRBgwb07duXAQMG0LRpU3q02AXbfylUb/WWpgyfeEVgG02bgv/vi4iIiMgB5ddff+Vf//oXAH379uWII44o8pybb76ZmjVrAvD8897yjfT0dOrVqxeuU69ePRo2bBi+paenB7Y1duxYTj31VCZMmMCuXbvYs2cPy5cvZ8SIEZxxxhls37498Lz58+dz1FFHceeddzJr1iy2bdtGcnIya9asYfz48XTq1ImHH3445uOYOXMmxx9/PK+++ioZGRkkJibmK7/66qu59NJL+eSTT8jIyCAlJYWcnByWLl3KBx98wODBg1m3bl2Rz5eUnpJrVEHNmzfn6qsGYKPbBZbf8tk/2LkrPrDsqaeUUENERKQqCSV4OFDdd999ZdbWtGnTyMvLA+DCCy8s1jk1atSgZ8+eTJw4kS+//JI9e/bw7rvvsmLFivCo13fffVdkuvj169dz9dVXc+WVV3LvvffSrFkzdu7cyeuvv87NN9/MDz/8wGOPPcbw4cPznffrr79y1llnkZGRwQUXXMBdd93FscceS2JiIhkZGYwcOZKHH36Yu+66i7Zt29K7d+/A61933XW0a9eOkSNH0rFjRwCWLFkCwFdffcXrr79OXFwcDz/8MNdee204eNy4cSNz5sxh7NixJCUlFes5k9LRiFcVZcs+gM2FN+eatKQH73zbLfCcHj2UUENEREQOXD/88EP45/bt2xf7vOOPPx6A7du3s3LlylJde+fOnVx66aW8+uqrNGvWDIDU1FT+/Oc/c8MNNwAwbty4Qufdc889ZGRk0K9fPyZOnEiHDh3Co1UNGjRg+PDhPPbYYwAMGzYs6vXr1q3L5MmTw0EXEF6iMnPmTAB69OjBX//613wjdnXr1qVnz56MHj2axo0bl+qxS/Eo8KqKnIPvHi10OGtPEoPffyXwlMREeO45JdQQERGRA9fGjRvDPxdMDx9L5LTCyDZK6p4o6zn+8Ic/ALB06VJ2Ruzzs3v3bsaOHQvA7bffHrXd/v37A7BgwQJ+++23wDqDBw+mRpRpTaFU+OvXryc3Nzf2g5Byo6mGVdHaL+HXWYUOj/jiZpb81jLgBCXUEBERESlP6enptG7dOrAsciRp8+bNpKZ62/3MmTMnnNCiZ8+exbrOypUradiwYaHjnTp1inpO9+7dSUlJYd68eZxxxhlcc801dOvWLV8CESl/Cryqou8eK3Ro9ZamPDD53sDqSqghIiIiB4PIUa6NGzfSpEmTYp23YcOGwDZKIpSgI0hCwt6P3Dk5OeGff/llb5K0aCNZBUWOmEVq0KBB1HMOO+wwRo0axaBBg/j666/DWRLr169P165d6devH+eff37g1kVSdjTVsKrZ8D38/FGhw7f8+yl2ZgdvlqyEGiIiInIwOOqoo8I/z507t9jnzZs3D/ASbTRv3rzM+xVN5LS/Xbt24Zwr8hYtlX18fHBitZDLLruMlStX8tJLL3HJJZfQrFkz1q9fz9tvv03v3r3p3Lkz27ZtK8uHJwVoxKuqCRjtmrSkB+8svDiwuhJqiIiIVG1lmfXvQNe1a1fi4uLIy8tj4sSJ/P73vy/ynO3btzNp0iQAzjjjjHyjU+WtUaNG4Z9XrlxZrPT3+yI9PZ3rrruO6667DoBly5YxatQoHn30Ub788kuGDRvGU089Va59OJhpxKsq2bYKFufPhpO1J4nB740MrK6EGiIiInIwOeSQQ8KJLN566y1++qlwBuiCRowYQWZmJgDXX399+Hhc3N6Pyc65Mu6p58QTTwyncP/ggw/K5RqxHHbYYTz88MP069cPIByASvlQ4FWVzHkK8vbkOzTii5tZsj742xEl1BAREZGDzQMPPEC1atXIysri4osvzrd+q6D//Oc/PPjgg4A3WnbuueeGy2rVqhX+ecuWLeXS1+rVq4eDnkcffZRVq1bFrL9p06ZSXScrKytmebVq1YD8waaUPT27VcWujbDw1XyHVm1uxgOThgZWV0INERERORi1a9eOUaNGER8fz3//+1/at2/Pa6+9li94WrJkCbfccgvnn38+2dnZtGrVirFjx+ZLLpGWlhZOzvH666+zZ8+egpcqEw899BCNGzdmw4YNnHrqqYwZMyY8AgdeCviJEyfyxz/+kb59+5bqGoMHD6ZPnz5MnDiRjIyM8PHt27fz0ksv8cYbbwDkCzyl7GmNV1Ux/wXYkz+LzZAPnmRnTvXA6iNGKKGGiIiIHJz69etHeno611xzDWvWrOGaa67hmmuuoXbt2mRlZYVTuIOXxv3NN9+kfv36hdoZNGgQQ4cO5bnnnuOVV16hQYMGxMXFccopp/DWW2+VSV8POeQQJk+eTO/evVmyZAn9+/cnLi6OtLQ0srKy2LFjR7hujx49SnWNnJwcJkyYwIQJEwAviUhCQkK+YPT000/n7rvv3qfHIrEp8KoKcnbCvGfzHfrspzNjJtS48ML90TERERGRyqlXr14sXbqU0aNH8+GHH7JgwQI2bNhAUlIShx56KGeccQZ9+/ale/fuUdu46667qFWrFmPGjGHx4sWsWbMG5xwtWrQo0762bduWhQsX8o9//IOJEycyf/58Nm3aRFJSEq1bt6Z9+/aceeaZXFTKjGlDhw6lQ4cOTJ06lUWLFrFu3Tq2b99OgwYNOO644+jbty/9+/cvMjOi7Bsrr8WCB5qOHTu62bNnV8zFd2+BWcNh4SuQs4OsPUkc++TCwLVdiYmwcKHWdomIiFQlixYtom3bthXdDREpoKR/m2Y2xznXMaisUq/xMrOmZvaamf1iZllmtsLMnjazOiVsJ90/b4Xfzi9+u03Lq+9lKiUNujwFf1oFnR5gxNf3RE2oMWSIgi4RERERkcqm0k41NLPDgJlAA+B9YDFwEnAj0MvMOjnnNhajnbp+O22Az4G3gCOBq4BzzexU59zP5fMoyli1dFY1vocHJgWPUiqhhoiIiIhI5VSZR7xewAu6/uKc6+2cu8M51w0YARwB/K2Y7TyEF3Q95Zzr7rfTGy+Aa+Bfp8q45RbYuTN4Y64RI6B6cK4NERERERGpQJUy8PJHu3oCK4DnCxTfB+wArjCzmGGGmdUArvDrDytQPBJYCZxlZq32vdfl77PPYOLE4LIzz1RCDRERERGRyqpSBl5AV//+M+dcXmSBcy4TmAGkAqcU0c4pQDVghn9eZDt5wKcFrldpZWXBDTcElyUmwnPPgQUPhImIiIiISAWrrIFXKHPEkijl//Pv2+yndircU0/BkiiPYsgQOCI414aIiIiIiFQClTXwqu3fb41SHjqeVp7tmNlAM5ttZrPXr19fxKXKz6pV8OCDwWXNmimhhoiIiIhIZVdZA69KwTn3inOuo3OuY9Bu5vtL9erQr19w2VNPKaGGiIiIiEhlV1kDr9BIVO0o5aHjW/ZTOxWqbl149VWYNQs6dNh7XAk1REREDhzOBW8XIyIVo6z/Jitr4PWTfx9t7dXh/n20tVtl3U6lcPLJ8M038OKL0LChEmqIiIgcKOLj48nNza3obohIhNzcXOLj48usvcoaeE3173uaWb4+mllNoBOwE5hVRDuzgF1AJ/+8yHbi8FLWR16v0ouPh0GDYOVKJdQQERE5UKSmprJ9+/aK7oaIRNi+fTupqall1l6lDLycc8uAz4AWwJ8LFN8PVAfGOOd2hA6a2ZFmdmSBdrYDY/z6wwq0M9hv/1Pn3M9l2P39Ijm5onsgIiIiZaVWrVps2rRJo14ilURubi6bNm2iVq1aZdamVdb5xP4myjOBBsD7wCLgZLw9t5YApznnNkbUdwDOOSvQTl2/nTbA58C3QFvgD0CG386yovrTsWNHN3v27H1/YCIiIiIFOOfIyMhgx44dpKenU6NGDeLj4zGtKRDZb5xz5Obmsn37djZt2kT16tVp0KBBif4OzWyOc65jUFlCmfW0jDnnlplZR2A40As4B/gVeAa43zm3uZjtbDSzU4H7gN7AGcBG4HXgXufcmnLovoiIiEixmRkNGjQgMzOTbdu2kZGRodEvkQoQHx9Pamoq9erVo2bNmmX65UelHfGqbDTiJSIiIiIiscQa8aqUa7xEREREREQOJAq8REREREREypkCLxERERERkXKmwEtERERERKScKfASEREREREpZwq8REREREREypkCLxERERERkXKmwEtERERERKScKfASEREREREpZwq8REREREREypkCLxERERERkXJmzrmK7kOVYGbrgZUV3Y8I9YANFd0JqXL0vpHS0PtGSkPvGykNvW+kNCrT+6a5c65+UIECryrKzGY75zpWdD+katH7RkpD7xspDb1vpDT0vpHSqCrvG001FBERERERKWcKvERERERERMqZAq+q65WK7oBUSXrfSGnofSOlofeNlIbeN1IaVeJ9ozVeIiIiIiIi5UwjXiIiIiIiIuVMgZeIiIiIiEg5U+BVhZhZUzN7zcx+MbMsM1thZk+bWZ2K7ptUTmZ2kZk9Z2Zfmtk2M3Nm9mZF90sqLzOra2bXmtl7ZrbUzHaZ2VYz+8rMrjEz/b8hgczsUTObYmar/ffNJjObZ2b3mVndiu6fVA1mdrn/f5Uzs2sruj9SOfmfgV2U27qK7l80WuNVRZjZYcBMoAHwPrAYOAnoCvwEdHLObay4HkplZGbzgeOA7cAa4Ejgn865yyuyX1J5mdkg4EXgV2AqsApoCFwA1AYmAhc7/echBZhZNjAX+BHIAKoDpwAdgV+AU5xzqyuuh1LZmVkz4L9APFAD+JNzblTF9koqIzNbAaQBTwcUb3fOPbE/+1NcCRXdASm2F/CCrr84554LHTSzp4Cbgb8Bgyqob1J53YwXcC0FOuN9kBaJZQlwPvCRcy4vdNDM7gK+BS7EC8ImVkz3pBKr5ZzbXfCgmf0NuAu4E7h+v/dKqgQzM+B1YCPwLnBrxfZIqoAtzrlhFd2JktCUkSrAH+3qCawAni9QfB+wA7jCzKrv565JJeecm+qc+59GJ6S4nHOfO+c+iAy6/OPrgJf8X7vs945JpRcUdPne9u8P3199kSrpL0A34Cq8zzUiBxwFXlVDV//+s4APQ5nADCAVb0qHiEh5yfHv91RoL6Sq+b1/v7BCeyGVlpm1BR4BnnHOfVHR/ZEqI9lfE3iXmd1oZl3NLL6iOxWLphpWDUf490uilP8Pb0SsDTBlv/RIRA4qZpYA9Pd//aQi+yKVm5ndirc+pzbe+q7T8YKuRyqyX1I5+f+2jMFbT3pXBXdHqpZGeO+dSMvN7Crn3PSK6FBRFHhVDbX9+61RykPH08q/KyJykHoEOBr42Dn3aUV3Riq1W/ESsoR8Agxwzq2voP5I5XYv0B443Tm3q6I7I1XG68CXwA9AJtAKGAwMBP5jZqc65xZUYP8CaaqhiIjEZGZ/AYbgZVO9ooK7I5Wcc66Rc87wvo2+AO8D0TwzO6FieyaVjZmdjDfK9aRz7uuK7o9UHc65+/01yb8553Y65753zg0CngKqAcMqtofBFHhVDaERrdpRykPHt5R/V0TkYGJmg4Fn8FKEd3XObargLkkV4X8geg9vKnxd4I0K7pJUIv4UwzfwllEMreDuyIEjlATqdxXaiygUeFUNP/n3baKUhzJFRVsDJiJSYmZ2E/Ac8D1e0FVpN6WUyss5txIvcG9nZvUquj9SadTA+1zTFtgduQEuXsZmgFf9Y09XVCelyglNaa6Umb61xqtqCO291NPM4grsrVMT6ATsBGZVROdE5MBjZrfjreuaD5zpnNtQsT2SKq6xf59bob2QyiQL+HuUshPw1n19hffls6YhSnGFMnz/XKG9iEKBVxXgnFtmZp/hTdf4M9430CH340X1LzvntO+FiOwzMxsKDAfmAD01vVCKYmZtgN+cc1sLHI8DHgAaADOdc5sron9S+fiJNK4NKjOzYXiB1z+cc6P2Z7+k8vO3H1hV8HOvmbUARvq/vrm/+1UcCryqjuuBmcCzZtYdWAScjLfH1xLg7grsm1RSZtYb6O3/2si/P9XMRvs/b3DO3bqfuyWVmJldiRd05eJljPqLmRWstsI5N3o/d00qt3OAh83sK2A5sBEvs2FnvOQa64A/VVz3ROQAcgkwxMy+AFbiZTU8DDgXSAE+Bp6ouO5Fp8CrivBHvTrifSDqhfef3K94i97v17eIEsXxwJUFjrXyb+D9g6XASyK19O/jgZui1JkOjN4fnZEqYzLQGm/PrvZ425vswPticAzwrEZORaSMTMXb47Y93nKb6ngJ5r7C+/dmjHPOVVjvYrBK2i8REREREZEDhrIaioiIiIiIlDMFXiIiIiIiIuVMgZeIiIiIiEg5U+AlIiIiIiJSzhR4iYiIiIiIlDMFXiIiIiIiIuVMgZeIiIiIiEg5U+AlIiIlZmajzcyZ2eiK7svBwsym+c/5sICyFX7ZgP3fMxERKQ4FXiIiZczMhvkfggvesszsFzP71MyuNbPEiu6r7GVmT/iv0xYzi49R762I13RAjHqnRNQ7q1w6vZ+Y2VFm9qyZLTCzrWaW7b+X55nZP81skJm1CTivi//3MKACui0iUqko8BIRKV+/Rdz2AIcAPYFXgZlmVqcC+yb5TfXvawPtY9TrEuXngrr69znAV6XuVQUzs9uABcANwLFALWAHkAYcD/QDXgReCTi9C3AfMKDcOyoiUskp8BIRKUfOuUYRt+pAc7ygC6Aj8GzF9U4K+BLI9X/uElTBzNoCDYF1seoVKPvWObdj37u3/5nZBcBjQALwBd6XBtWcc3Wcc6lAU6Av8A6QXWEdFRGpAhR4iYjsR865Vc65gcDn/qE+ZlajIvskHufcNmCO/2vXKNW6+PfvA0uA5mbWsmAlfxppJ//XqQXLq5Ah/v33QHfn3CTn3O5QoXNurXPuLefcxcAfKqSHIiJVhAIvEZGK8Yl/nwQcXrDQzBqZ2Q1m9r6ZLfLX1ewys6VmNsrM2kVruGDiCzO7yE/MsMnMdprZfDO70cxi/h9gZpeZ2Qwzy/Sv/42ZDTQzK84DNLMLzOxDM/vNXxP0m//7H0vQ9wFm9rV//c1mNtnMfhdRP8F/nuaY2Ta/3sdmdkJx+hggFCSdHmWdVxf/fhowvcCxSCcC1Qu0iZkd7a95+tzMlvmv6TZ/rdSDZlavlP2Oyczu9p/XXDMbVIJTj/fvP3bO7YlV0Tm3K+J6LczM4U0zBOgcsOZxQEA/W5jZ02b2g5lt99+vi83sGTM7NMpjG+C3t8L//Uwz+4+Zrfef3x/M7B4zS4nWdzM72V+rttzMdpvZDjNbaWbTzWyomTWN9dhFRIojoaI7ICJykIoMXoI+4D8CXOn/vAfYBqQCh/m3y83sMufcxJgXMRsJ/BnI89uoBhwHPA2cEHGNyHMM+DtwlX/IAVvwpkaehDcalBXjmknAG8Al/qE8YCtQDzgXONfMxgFXOudyYrQz2u/fHmAX3pqi7ngf4v8ITAL+jTf9LRtvLVV14Gy/zu+cc3MKtxzTVOB2vHVMJwDfFSjv7N9Px3vd/oQXeL1eoF4X/z4LmBlx/EO86aYAu4GdQB28AOd4YICZdXfO/VTCfgfyg+tn8d4Du4F+zrn3StFUSQOPXLx1jTXwXpMcYFOBOrsifzGzy/Ded8n+oSy8984R/u0qM7vIOfdZtIua2fXASLy/ry14n3OOAh4ALvCf280FzrkS7/UL/U1m4b3nDvVvvwNWA6OL9chFRKLQiJeISMUIZblzwPKA8qXAbcAxeGtq6uJ9ID0a+Kf/8z/MrHGMa5yPFxjcAtRxztXBC35G+eX9zaxbwHk3sDfoGgk0cM6lA+nAMLyAKta0sof8Og7vA29d//x6fhl464IeiNHGH4A+wHVALedcLeBIvKmACcBzwBN4wWAfvA/4Nf3fl+EFqc/EaD+ar/CCBCgw3dD2ru9a4pz7ldgjXqFzZ0VOzfPPGQA0d86FXtcUoAfwLdAEGFuKfhdiZsnA23hB1xagZymCrm/9+z5m1q+oUdIQ59xq51wjvNcIYGaB9Y6NnHPjI/p6Jl6wHo+3pqwl3pcE1fFe9wl4r++EaCNfQH28LxTeAQ713++1gP/DC6ba4wV2YWaWivdeMuBNoLVzLsU5VxvvPdUReBzIKM7jFhGJyTmnm2666aZbGd7wghPn/RNbqOxQvOxvzr+9X8prfOiff09A2eiI9gdEOX+2X/5qgeMpwEa/7I0o5z4c0f7oAmVN8AIXBzwU5fwn/fJs4JAYfb8s4NzDIsodcHpAnW4R5U1L8dzO8M/9uMDx//OPvxJxbJl/rFXEsSS8rH8OuK8E162Bl7Qj2uOa5pcNCyhbEfl642VmDNVfAxxdyvdZ54jX0wG/AuPxvhToClQv5t/CtBh14vDWyzlgYIx67/t1ni5wfEBE/6YBcQHnXhNR58SI4yf5x7YDCaV5jnTTTTfdinvTiJeISDkys3URtx3ASrxRKIDFwPWlbPoj//70GHVWA/+IUvZv//7YAsd74o1sAQyPcu4jeNPWglyINyK1268X5EG8EYhE4KIodVYRMPLjnFuGNxoI8KVzLihN+3T2ToUs+PiKI3KdV+SU/NAo1rQC14osA+/DfGqBtorknNse0V6s1zUmfxT0S7ygaTFwmnPu+9K05ZybDvQCQlMfG+GNMD6GlyBms5l9FLnurhR+h7fOcQN7R2ODvOHfx9oT7UHnXF7A8dfxAlCASyOOb/Hvk4C6RfZURGQfKPASESlfDSNuqRHH3wDaO+fWRjvRzI4zsxfMbKGfgCEvlJgAeMGvFmvtzXfOORel7Bf/Pr3A8Y7+/Wrn3FICOOe2sjf7X0Gh879zXpbAoPM34424RdYvaHaMvv8WukaU9nPxPsSDt36qpKb59zWBDhHHI9d3UeDnLhHHQj/vAmYVbNzMzjOz8Wb2s5/EwUW8rn38aqVN5nAk3pqyY4CvgU7OuVWlbAsA59wUvHVSXfBGOz9n73qtROAcYLqZRQvUixLK/lgb+KXAlxXhG3u3YWge3Ax78ALOoMeQx97XNfI9twwvOE0EvjGz283s+CiJVURE9omSa4iIlCPnnEE4YUUjvHVXjwD9gf+ydw1MPmY2GG+NUugLMoeXoCI0klMNb/1K9cJnh2XGKAtlqEsscLyBfx81IPStiXK8pOc3iFJenL6X5vEVxwy8aZBJeMHGN2Z2FF5flxYIlmMFXjOcc+G9rfz1UW/irW+L7Odm9u6BVRtvumes1zWW2/373/DWdG0vZTv5+IHLdCKCTjM7Eu+xDMHr71Az+9Y592EJmw+tU0zE+4KiKNWiHN/gnIua9IW978nwe845l2tmlwLv4a0re8S/7TSzmcC7wD+cczuL0S8RkZg04iUish84z6/OuZeBP+IFUo8FJbfwkzg8jfdv9AS8qWspztu0tpHzkhbcEqq+Xx7AQcR5adG/8X8NTSHs4t9PL1B3Bd60yKZm1trP6HiaX1xwmuE1eIFKLt40zsOBZOdcesTr+o5ft7Sv6wS8IK4h8GJ5jtw45xY75+7D+zIhNDp5bSmaCvXxG+ecFedWJg/A55xbgDdSeCHe+svv8YK7Hngjy4vN7JiyvKaIHJwUeImI7GfOuWnAGLwP188FfDi+CO/D6CLgUufcd5EjJ75G5dS9UPa2JkXUi1YeOr+oqXKh8sqaLS4UNHXy13l18X+fFlA3ctTrZPaOyBQMvEJri0Y55+5zzi0NWI+0r6/rx3iBfRZwOTCmvKfNOec+Z++6uyNK0cQ6/z7aFMLiqucHvtGE3rOF3nPOuWzn3LvOueucc8fgZUgchDelshnR10qKiBSbAi8RkYoxHG/k4ygK76XVzL9fECVRAHjfxpeH0NqrZmZ2WFAFM6tF/rVPQed3NLPaUc5PI2ItWCn7Wd5CQVMNvM2Qg9Z3UeBYV/aOkG2n8GMLva7zgi5oZjXwArd94pz7GC8d/268EbaxBZKElIfQlMaCU/1C799Yo1Qz/PtGZhZtzV9xJABnBBX4U31Dr+HsoDqRnHMb/dHp0NTN9mam5Bsisk8UeImIVAA/O19oH6OhZha5Fmmrf3+M/4ExHzM7m+C9o8rCJLw1RwBDo9T5K9HX2UzEW7eUwt4PrQXdhbcPWY5fvzL6mr2ZG6/HWxf0s3NudUDdUODVmb2vy1fOuT0F6oVe1+OiXHMoXkKPfeac+xRvCuAuvIQdbxV4jxWLmfUMeg8WqHMcex/T3ALFoQQraTGamMreEbMRRYxaYWYFE8JEujvKXmNXsjfwjdw/LDmgbqTITZ6jfQkiIlIsCrxERCpOaD+sFnjrf0I+8e/bAc+HPmiaWXUzuw5vHdDG8uiQv74ptLHxlWb2dOibfjOrZWZD8QKnLVHOX8vejYvvMLP7/REuzCzNzB7A2wMK4CnnbURc6fhJGr72fw0lwwga7cLP/vgL3lS2UFr1oDTyodf1T2Y2MBRgmFkjMxuBF9CW2evqnJsEnAfsxFu/9HZRQU2AsXhrnIaa2YmR5/v9vhmYjPd5Yg+FN60OpbFvZ2anEcAPUAf5558OfGFm3SMDRTNrZWaDzOw7om/BsNM/f6yZNfXPSzGzgcCLfp33nXPfRpxzqZnNMLPrzKxVxPXizews9m6J8LWfjVNEpNQUeImIVBB/b6XQflp3h75999N3v+Uf/z9go5ltxhsxeQlv7dewcuzaM3hr0ABuBDLMbBPeepfheCMG78c4/y7gbbzpZffi9X8TXlBxj19nHNFH1CqLUPAUWiM1LUbdUFAWqhsUeD2Jl7o8AXgZ2OW/rr8AN/nHSpoRMCZ//dU5eBs69wYmljD4ygHa4L3u3+L1eZOZ7cbbTPkpoB5ehsm+fqKKSNPw9gCLB2b4567wb+E93Pz3/MV+OyfjBXM7zGyDf61leMFTR/Ym8ihoPXAz3gjfav89tw3veU0BFpD/Cw7w3qOn4f1dLTOz3Wa2AS9BySd4axF/Aa4u5vMlIhKVAi8RkYr1N/++KXBdxPHL8D6ML8RbNxOPl37+Trx9j8okTXgQ51yec64/Xsr7WXjTrRLwppENAvoVcX62c+4SvCQh/8ELuGr69/8BLnDO9XPO5ZTXYygjBYOnwBGvgLJtFJ5yh3NuC96H/KeBFXhr/PbgBSd9nXODSt3TGCI2Qc7EGwH7VzGm2IW0wQuIXsB7L4ReS8NLWT8NuBs43Dn3TsGT/dGs7ngbIy/HSzvf3L/VKFD3X0Br4H68IG873hTFLLygaRRe4pDHYzzW5/E2WP4Eb2pgHl6wey9wqnOu4Ijiv/He56/719iKl9I/0+/DUKCdc25x1GdIRKSYLPr+lCIiIiKVm5kNwAucVjrnWlRsb0REotOIl4iIiIiISDlT4CUiIiIiIlLOFHiJiIiIiIiUMwVeIiIiIiIi5UzJNURERERERMqZRrxERERERETKmQIvERERERGRcqbAS0REREREpJwp8BIRERERESlnCrxERERERETKmQIvERERERGRcvb/fLX0Qfp216AAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1008x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(14, 8))\n",
    "#plt.plot([0, len(rw_all)-1], [1, 1], color='gray', lw=6, linestyle='--', label='# Candidate Cancer Genes')\n",
    "#plt.plot([np.count_nonzero(i) for i in rw_pos], c='red', lw=6, label='Known Cancer Genes')\n",
    "plt.plot([nodes[i != 0].index.isin(candidate_cancer_genes).sum() / candidates_innet for i in rw_pos], c='darkorange', lw=6,\n",
    "         label='Candidates')\n",
    "plt.plot([nodes[i != 0].index.isin(negatives.index).sum() / negatives.shape[0] for i in rw_pos], c='blue', lw=6,\n",
    "         label='Negatives')\n",
    "plt.plot([np.count_nonzero(i) / adj.shape[0] for i in rw_pos], lw=6, color='grey', label='Others')\n",
    "plt.xlabel('Random Walk Steps', fontsize=25)\n",
    "plt.ylabel('Percentage of Set Reached', fontsize=25)\n",
    "plt.tick_params(axis='both', labelsize=20)\n",
    "plt.legend(fontsize=25)\n",
    "plt.title('Reachable Number of Nodes for Random Walks', fontsize=30)\n",
    "fig.savefig(os.path.join(model_dir, 'candidate_reachability_from_known.svg'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(14, 8))\n",
    "plt.plot([0, len(rw_all)-1], [adj.shape[0], adj.shape[0]], color='gray', lw=6, linestyle='--', label='Number of Nodes')\n",
    "plt.plot([np.count_nonzero(i) for i in rw_all], c='darkgreen', lw=6, label='Cancer + Non-Cancer Genes')\n",
    "plt.plot([np.count_nonzero(i) for i in rw_pos], c='darkred', lw=6, label='Known Cancer Genes')\n",
    "plt.plot([np.count_nonzero(i) for i in rw_neg], c='darkblue', lw=6, label='Non-Cancer Genes')\n",
    "plt.xlabel('Random Walk Steps', fontsize=20)\n",
    "plt.ylabel('Number of Nodes Reached', fontsize=25)\n",
    "plt.tick_params(axis='both', labelsize=20)\n",
    "\n",
    "plt.legend(loc='lower right', fontsize=25)\n",
    "plt.title('Reachable Number of Nodes for Random Walks', fontsize=30)\n",
    "fig.savefig(os.path.join(model_dir, 'random_walk_reachability.svg'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "9784"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.count_nonzero(rw_pos[1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
